Document
 
UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
Washington, D.C. 20549
______________________
 
FORM 10-Q
(Mark One)
[X]
Quarterly Report Pursuant to Section 13 or 15(d) of the Securities Exchange Act of 1934
For the quarterly period ended September 30, 2018
 
 
 
 
 
or
 
 
 
 
[ ]
Transition report pursuant to Section 13 or 15(d) of the Securities Exchange Act of 1934
For the transition period from _________ to __________.
 

Commission File Number 0-10967
______________________
 
a3282014fmbilogoa03a16.jpg
(Exact name of registrant as specified in its charter)
Delaware
 
36-3161078
(State or other jurisdiction of incorporation or organization)
 
(IRS Employer Identification No.)
8750 West Bryn Mawr Avenue, Suite 1300
Chicago, Illinois 60631-3655
(Address of principal executive offices) (zip code)
______________________
Registrant's telephone number, including area code: (708) 831-7483
Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days. Yes [X] No [ ].
Indicate by check mark whether the registrant has submitted electronically and posted on its corporate Web site, if any, every Interactive Data File required to be submitted and posted pursuant to Rule 405 of Regulation S-T (§232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit and post such files). Yes [X] No [ ].
Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company, or an emerging growth company. See the definitions of "large accelerated filer," "accelerated filer," "smaller reporting company," and "emerging growth company" in Rule 12b-2 of the Exchange Act. (Check one):
Large accelerated filer [X]
 
Accelerated filer [ ]
Non-accelerated filer [ ]
 
Smaller reporting company [ ]
(Do not check if a smaller reporting company)
 
Emerging growth company [ ]
If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act. [ ] 
Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act). Yes [ ] No [X].
As of October 31, 2018, there were 106,382,834 shares of common stock, $.01 par value, outstanding.
 




FIRST MIDWEST BANCORP, INC.
FORM 10-Q
TABLE OF CONTENTS
 
 
 
Page
Part I.
 
FINANCIAL INFORMATION
 
 
Item 1.
 
Financial Statements (Unaudited)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Item 2.
 
 
Item 3.
 
 
Item 4.
 
 
Part II.
 
 
 
Item 1.
 
 
Item 1A.
 
 
Item 2.
 
 
Item 6.
 



Table of Contents



PART I. FINANCIAL INFORMATION
ITEM 1. FINANCIAL STATEMENTS (Unaudited)
FIRST MIDWEST BANCORP, INC.
CONSOLIDATED STATEMENTS OF FINANCIAL CONDITION
(Amounts in thousands, except per share data)
 
 
 
 
 
September 30,
2018
 
December 31,
2017
Assets
 
 
 
 
(Unaudited)
 
 
Cash and due from banks
 
$
185,239

 
$
192,800

Interest-bearing deposits in other banks
 
111,360

 
153,770

Trading securities, at fair value
 

 
20,447

Equity securities, at fair value
 
29,046

 

Securities available-for-sale, at fair value
 
2,179,410

 
1,884,209

Securities held-to-maturity, at amortized cost
 
12,673

 
13,760

Federal Home Loan Bank ("FHLB") and Federal Reserve Bank ("FRB") stock, at cost
 
87,728

 
69,708

Loans
 
11,050,548

 
10,437,812

Allowance for loan losses
 
(99,925
)
 
(95,729
)
Net loans
 
10,950,623

 
10,342,083

Other real estate owned ("OREO")
 
12,244

 
20,851

Premises, furniture, and equipment, net
 
126,389

 
123,316

Investment in bank-owned life insurance ("BOLI")
 
284,074

 
279,900

Goodwill and other intangible assets
 
751,248

 
754,757

Accrued interest receivable and other assets
 
231,465

 
221,451

Total assets
 
$
14,961,499

 
$
14,077,052

Liabilities
 
 
 
 
Noninterest-bearing deposits
 
$
3,618,384

 
$
3,576,190

Interest-bearing deposits
 
7,908,730

 
7,477,135

Total deposits
 
11,527,114

 
11,053,325

Borrowed funds
 
1,073,546

 
714,884

Senior and subordinated debt
 
195,595

 
195,170

Accrued interest payable and other liabilities
 
247,569

 
248,799

Total liabilities
 
13,043,824

 
12,212,178

Stockholders' Equity
 
 
 
 
Common stock
 
1,124

 
1,123

Additional paid-in capital
 
1,028,635

 
1,031,870

Retained earnings
 
1,164,133

 
1,074,990

Accumulated other comprehensive loss, net of tax
 
(75,133
)
 
(33,036
)
Treasury stock, at cost
 
(201,084
)
 
(210,073
)
Total stockholders' equity
 
1,917,675

 
1,864,874

Total liabilities and stockholders' equity
 
$
14,961,499

 
$
14,077,052

 
 
 
 
 
 
 
 
 
September 30, 2018
 
December 31, 2017
 
(Unaudited)
 
 
 
 
 
Preferred
 
Common
 
Preferred
 
Common
 
Shares
 
Shares
 
Shares
 
Shares
Par value per share
$

 
$
0.01

 
$

 
$
0.01

Shares authorized
1,000

 
250,000

 
1,000

 
250,000

Shares issued

 
112,359

 

 
112,351

Shares outstanding

 
103,058

 

 
102,717

Treasury shares

 
9,301

 

 
9,634

 
See accompanying unaudited notes to the condensed consolidated financial statements.

3




Table of Contents



FIRST MIDWEST BANCORP, INC.
CONDENSED CONSOLIDATED STATEMENTS OF INCOME
(Amounts in thousands, except per share data)
(Unaudited)
 
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
2018
 
2017
Interest Income
 
 
 
 
 
 
 
 
Loans
 
$
133,997

 
$
118,101

 
$
380,420

 
$
345,286

Investment securities
 
14,170

 
10,667

 
38,936

 
31,678

Other short-term investments
 
1,365

 
1,148

 
3,609

 
3,167

Total interest income
 
149,532

 
129,916

 
422,965

 
380,131

Interest Expense
 
 
 
 
 
 
 
 
Deposits
 
10,426

 
4,369

 
24,637

 
11,307

Borrowed funds
 
3,927

 
2,544

 
10,919

 
6,837

Senior and subordinated debt
 
3,152

 
3,110

 
9,416

 
9,314

Total interest expense
 
17,505

 
10,023

 
44,972

 
27,458

Net interest income
 
132,027

 
119,893

 
377,993

 
352,673

Provision for loan losses
 
11,248

 
10,109

 
38,043

 
23,266

Net interest income after provision for loan losses
 
120,779

 
109,784

 
339,950

 
329,407

Noninterest Income
 
 
 
 
 
 
 
 
Service charges on deposit accounts
 
12,378

 
12,561

 
36,088

 
36,079

Wealth management fees
 
10,622

 
10,169

 
32,561

 
30,354

Card-based fees, net
 
4,123

 
5,992

 
12,450

 
22,940

Capital market products income
 
1,936

 
2,592

 
6,313

 
6,185

Mortgage banking income
 
1,657

 
2,246

 
5,790

 
5,779

Other service charges, commissions, and fees
 
2,786

 
4,745

 
8,172

 
16,043

Net securities gains
 

 
3,197

 

 
3,481

Other income
 
2,164

 
1,846

 
6,756

 
7,383

Total noninterest income
 
35,666

 
43,348

 
108,130

 
128,244

Noninterest Expense
 
 
 
 
 
 
 
 
Salaries and employee benefits
 
54,160

 
55,638

 
168,879

 
165,985

Net occupancy and equipment expense
 
13,183

 
12,115

 
40,607

 
36,925

Professional services
 
7,944

 
8,498

 
23,822

 
26,073

Technology and related costs
 
4,763

 
4,505

 
14,371

 
13,423

Net OREO expense
 
(413
)
 
657

 
399

 
3,988

Other expenses
 
14,541

 
15,393

 
40,083

 
47,066

Delivering Excellence implementation costs
 
2,239

 

 
17,254

 

Acquisition and integration related expenses
 
60

 
384

 
60

 
20,123

Total noninterest expense
 
96,477

 
97,190

 
305,475

 
313,583

Income before income tax expense
 
59,968

 
55,942

 
142,605

 
144,068

Income tax expense
 
6,616

 
17,707

 
26,143

 
48,028

Net income
 
$
53,352

 
$
38,235

 
$
116,462

 
$
96,040

Per Common Share Data
 
 
 
 
 
 
 
 
Basic earnings per common share
 
$
0.52

 
$
0.37

 
$
1.13

 
$
0.94

Diluted earnings per common share
 
$
0.52

 
$
0.37

 
$
1.13

 
$
0.94

Dividends declared per common share
 
$
0.11

 
$
0.10

 
$
0.33

 
$
0.29

Weighted-average common shares outstanding
 
102,178

 
101,752

 
102,087

 
101,307

Weighted-average diluted common shares outstanding
 
102,178

 
101,772

 
102,092

 
101,327

 
See accompanying unaudited notes to the condensed consolidated financial statements.

4




Table of Contents



FIRST MIDWEST BANCORP, INC.
CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME
(Dollar amounts in thousands)
(Unaudited)
 
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
2018
 
2017
Net income
 
$
53,352

 
$
38,235

 
$
116,462

 
$
96,040

Securities Available-for-Sale
 
 
 
 
 
 
 
 
Unrealized holding (losses) gains:
 
 
 
 
 
 
 
 
Before tax
 
(13,632
)
 
428

 
(47,765
)
 
11,078

Tax effect
 
3,548

 
(174
)
 
13,055

 
(4,436
)
Net of tax
 
(10,084
)
 
254

 
(34,710
)
 
6,642

Reclassification of net gains included in net income:
 
 
 
 
 
 
Before tax
 

 
3,197

 

 
3,481

Tax effect
 

 
(1,311
)
 

 
(1,425
)
Net of tax
 

 
1,886

 

 
2,056

Net unrealized holding (losses) gains
 
(10,084
)
 
(1,632
)
 
(34,710
)
 
4,586

Derivative Instruments
 
 
 
 
 
 
 
 
Unrealized holding (losses) gains:
 
 
 
 
 
 
 
 
Before tax
 
(880
)
 
276

 
(948
)
 
(2,849
)
Tax effect
 
231

 
(113
)
 
250

 
1,137

Net of tax
 
(649
)
 
163

 
(698
)
 
(1,712
)
Total other comprehensive (loss) income
 
(10,733
)
 
(1,469
)
 
(35,408
)
 
2,874

Total comprehensive income
 
$
42,619

 
$
36,766

 
$
81,054

 
$
98,914



 
 
Accumulated
Unrealized
Loss on
Securities
Available-
for-Sale
 
Accumulated Unrealized
Loss on Derivative Instruments
 
Unrecognized
Net Pension
Costs
 
Total
Accumulated
Other
Comprehensive
Loss
Balance at December 31, 2016
 
$
(22,645
)
 
$
(1,176
)
 
$
(17,089
)
 
$
(40,910
)
Other comprehensive income
 
4,586

 
(1,712
)
 

 
2,874

Balance at September 30, 2017
 
$
(18,059
)
 
$
(2,888
)
 
$
(17,089
)
 
$
(38,036
)
Balance at December 31, 2017
 
$
(13,976
)
 
$
(3,763
)
 
$
(15,297
)
 
$
(33,036
)
Adjustment to apply recent accounting pronouncements(1)
 
(2,864
)
 
(784
)
 
(3,041
)
 
(6,689
)
Other comprehensive loss
 
(34,710
)
 
(698
)
 

 
(35,408
)
Balance at September 30, 2018
 
$
(51,550
)
 
$
(5,245
)
 
$
(18,338
)
 
$
(75,133
)
(1) 
As a result of accounting guidance adopted in the first quarter of 2018, certain reclassifications were made from accumulated other comprehensive loss to retained earnings as of January 1, 2018. For further discussion of this guidance, see Note 2, "Recent Accounting Pronouncements."
 
See accompanying unaudited notes to the condensed consolidated financial statements.


5




Table of Contents



FIRST MIDWEST BANCORP, INC.
CONSOLIDATED STATEMENTS OF CHANGES IN STOCKHOLDERS' EQUITY
(Amounts in thousands, except per share data)
(Unaudited)
 
 
Common
Shares
Outstanding
 
Common
Stock
 
Additional
Paid-in
Capital
 
Retained
Earnings
 
Accumulated
Other
Comprehensive
Loss
 
Treasury
Stock
 
Total
Balance at December 31, 2016
 
81,325

 
$
913

 
$
498,937

 
$
1,016,674

 
$
(40,910
)
 
$
(218,534
)
 
$
1,257,080

Net income
 

 

 

 
96,040

 

 

 
96,040

Other comprehensive income
 

 

 

 

 
2,874

 

 
2,874

Common dividends declared
  ($0.29 per common share)
 

 

 

 
(29,793
)
 

 

 
(29,793
)
Acquisitions, net of issuance costs
 
21,078

 
210

 
533,322

 

 

 
558

 
534,090

Common stock issued
 
7

 

 
175

 

 

 

 
175

Restricted stock activity
 
321

 

 
(11,987
)
 

 

 
8,308

 
(3,679
)
Treasury stock issued to benefit plans
 
(9
)
 

 
1

 

 

 
(212
)
 
(211
)
Share-based compensation expense
 

 

 
8,554

 

 

 

 
8,554

Balance at September 30, 2017
 
102,722

 
$
1,123

 
$
1,029,002

 
$
1,082,921

 
$
(38,036
)
 
$
(209,880
)
 
$
1,865,130

Balance at December 31, 2017
 
102,717

 
$
1,123

 
$
1,031,870

 
$
1,074,990

 
$
(33,036
)
 
$
(210,073
)
 
$
1,864,874

Adjustment to apply recent accounting
  pronouncements(1)
 

 

 

 
6,689

 
(6,689
)
 

 

Net income
 

 

 

 
116,462

 

 

 
116,462

Other comprehensive loss
 

 

 

 

 
(35,408
)
 

 
(35,408
)
Common dividends declared
  ($0.33 per common share)
 

 

 

 
(34,008
)
 

 

 
(34,008
)
Common stock issued
 
8

 
1

 
227

 

 

 
667

 
895

Restricted stock activity
 
335

 

 
(12,667
)
 

 

 
8,426

 
(4,241
)
Treasury stock issued to benefit plans
 
(2
)
 

 
41

 

 

 
(104
)
 
(63
)
Share-based compensation expense
 

 

 
9,164

 

 

 

 
9,164

Balance at September 30, 2018
 
103,058

 
$
1,124

 
$
1,028,635

 
$
1,164,133

 
$
(75,133
)
 
$
(201,084
)
 
$
1,917,675

(1) 
As a result of accounting guidance adopted in the first quarter of 2018, certain reclassifications were made from accumulated other comprehensive loss to retained earnings as of January 1, 2018. For further discussion of this guidance, see Note 2, "Recent Accounting Pronouncements."
 
See accompanying unaudited notes to the condensed consolidated financial statements.

6




Table of Contents



FIRST MIDWEST BANCORP, INC.
CONSOLIDATED STATEMENTS OF CASH FLOWS
(Dollar amounts in thousands)
(Unaudited)
 
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
Operating Activities
 
 
 
 
Net income
 
$
116,462

 
$
96,040

Adjustments to reconcile net income to net cash provided by operating activities:
 
 
 
 
Provision for loan losses
 
38,043

 
23,266

Depreciation of premises, furniture, and equipment
 
11,693

 
10,477

Net amortization of premium on securities
 
11,444

 
12,334

Net securities gains
 

 
(3,481
)
Gains on sales of 1-4 family mortgages and corporate loans held-for-sale
 
(4,475
)
 
(5,354
)
Net (gains) losses on sales and valuation adjustments of OREO
 
(318
)
 
944

Amortization of the FDIC indemnification asset
 
906

 
906

Net losses (gains) on sales and valuation adjustments of premises, furniture, and equipment
 
5,423

 
(364
)
BOLI income
 
(4,280
)
 
(4,095
)
Share-based compensation expense
 
9,164

 
8,554

Tax benefit related to share-based compensation
 
208

 
252

Amortization of other intangible assets
 
5,368

 
6,059

Originations of mortgage loans held-for-sale
 
(175,408
)
 
(183,907
)
Proceeds from sales of mortgage loans held-for-sale
 
193,476

 
190,544

Net increase in equity securities
 
(1,191
)
 

Net increase in trading securities
 

 
(2,505
)
Net increase in accrued interest receivable and other assets
 
(14,725
)
 
(191,492
)
Net decrease in accrued interest payables and other liabilities
 
(1,949
)
 
(8,463
)
Net cash provided by (used in) operating activities
 
189,841

 
(50,285
)
Investing Activities
 
 
 
 
Proceeds from maturities, repayments, and calls of securities available-for-sale
 
233,659

 
251,160

Proceeds from sales of securities available-for-sale
 

 
437,401

Purchases of securities available-for-sale
 
(595,477
)
 
(289,244
)
Proceeds from maturities, repayments, and calls of securities held-to-maturity
 
1,087

 
7,663

Purchases of securities held-to-maturity
 

 
(10
)
Net purchases of FHLB stock
 
(18,020
)
 
(7,330
)
Net increase in loans
 
(649,197
)
 
(392,384
)
Premiums paid on BOLI, net of proceeds from claims
 
106

 
132

Proceeds from sales of OREO
 
12,951

 
17,460

Proceeds from sales of premises, furniture, and equipment
 
549

 
13,135

Purchases of premises, furniture, and equipment
 
(20,738
)
 
(11,680
)
Net cash received from acquisitions
 

 
41,717

Net cash (used in) provided by investing activities
 
(1,035,080
)
 
68,020

Financing Activities
 
 
 
 
Net increase in deposit accounts
 
473,789

 
356,020

Net increase (decrease) in borrowed funds
 
358,662

 
(178,472
)
Cash dividends paid
 
(32,942
)
 
(26,852
)
Restricted stock activity
 
(4,241
)
 
(3,679
)
Net cash provided by financing activities
 
795,268

 
147,017

Net (decrease) increase in cash and cash equivalents
 
(49,971
)
 
164,752

Cash and cash equivalents at beginning of period
 
346,570

 
262,148

Cash and cash equivalents at end of period
 
$
296,599

 
$
426,900


7




Table of Contents



FIRST MIDWEST BANCORP, INC.
CONSOLIDATED STATEMENTS OF CASH FLOWS – (Continued)
(Dollar amounts in thousands)
(Unaudited)
 
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
Supplemental Disclosures of Cash Flow Information:
 
 
 
 
Income taxes (refunded) paid
 
$
(7,001
)
 
$
14,310

Interest paid to depositors and creditors
 
43,270

 
27,538

Dividends declared, but unpaid
 
11,250

 
10,184

Stock issued for acquisitions, net of issuance costs
 

 
534,090

Non-cash transfers of loans to OREO
 
4,026

 
3,770

Non-cash transfers of loans held-for-investment to loans held-for-sale
 
12,373

 
42,970

Non-cash transfer of trading securities and securities available-for-sale to equity securities
 
27,855

 

 
See accompanying unaudited notes to the condensed consolidated financial statements.

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NOTES TO THE CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
(Unaudited)
1. SUMMARY OF SIGNIFICANT ACCOUNTING POLICIES
Basis of Presentation – The accompanying unaudited condensed consolidated interim financial statements ("consolidated financial statements") of First Midwest Bancorp, Inc. (the "Company"), a Delaware corporation, were prepared in accordance with the rules and regulations of the Securities and Exchange Commission ("SEC") for quarterly reports on Form 10-Q and reflect all adjustments that management deems necessary for the fair presentation of the financial position and results of operations for the periods presented. The results of operations for the quarter and nine months ended September 30, 2018 are not necessarily indicative of the results that may be expected for the year ending December 31, 2018.
The accounting and reporting policies of the Company and its subsidiaries conform to U.S. generally accepted accounting principles ("GAAP") and general practices within the banking industry. The accompanying consolidated financial statements do not include certain information and note disclosures required by GAAP for complete annual financial statements. Therefore, these financial statements should be read in conjunction with the Company's 2017 Annual Report on Form 10-K ("2017 10-K"). The Company uses the accrual basis of accounting for financial reporting purposes. Certain reclassifications were made to prior year amounts to conform to the current year presentation.
Use of Estimates – The preparation of the consolidated financial statements in conformity with GAAP requires management to make estimates and assumptions that affect the amounts reported in the consolidated financial statements and accompanying notes. Although these estimates and assumptions are based on the best available information, actual results could differ from those estimates.
Principles of Consolidation – The accompanying consolidated financial statements include the financial position and results of operations of the Company and its subsidiaries after elimination of all significant intercompany accounts and transactions. Assets held in a fiduciary or agency capacity are not assets of the Company or its subsidiaries and are not included in the consolidated financial statements.
The accounting policies related to business combinations, loans, the allowance for credit losses, and derivative financial instruments are presented below. For a summary of all other significant accounting policies, see Note 1, "Summary of Significant Accounting Policies," in the Company's 2017 10-K.
Business Combinations – Business combinations are accounted for under the acquisition method of accounting. Assets acquired and liabilities assumed are recorded at their estimated fair values as of the date of acquisition, with any excess of the purchase price of the acquisition over the fair value of the identifiable net tangible and intangible assets acquired recorded as goodwill. Alternatively, a gain is recorded if the fair value of assets purchased exceeds the fair value of liabilities assumed and consideration paid. The results of operations of the acquired business are included in the Condensed Consolidated Statements of Income from the effective date of the acquisition.
Loans – Loans held-for-investment are loans that the Company intends to hold until they are paid in full and are carried at the principal amount outstanding, including certain net deferred loan origination fees. Loan origination fees, commitment fees, and certain direct loan origination costs are deferred, and the net amount is amortized as a yield adjustment over the contractual life of the related loans or commitments and included in interest income. Fees related to letters of credit are amortized into fee income over the contractual life of the commitment. Other credit-related fees are recognized as fee income when earned. The Company's net investment in direct financing leases is included in loans and consists of future minimum lease payments and estimated residual values, net of unearned income. Interest income on loans is accrued based on principal amounts outstanding. Loans held-for-sale are carried at the lower of aggregate cost or fair value and included in other assets in the Consolidated Statements of Financial Condition.
Acquired and Covered Loans – Covered loans consists of loans acquired by the Company in Federal Deposit Insurance Corporation ("FDIC")-assisted transactions, which are covered by loss share agreements with the FDIC (the "FDIC Agreements"), under which the FDIC reimburses the Company for the majority of the losses and eligible expenses related to these assets during the coverage period. Acquired loans consist of all other loans that were acquired in business combinations that are not covered by the FDIC Agreements. Certain loans that were previously classified as covered loans are no longer covered under the FDIC Agreements, and are included in acquired loans. Covered loans and acquired loans are included within loans held-for-investment.
Acquired and covered loans are separated into (i) non-purchased credit impaired ("non-PCI") and (ii) purchased credit impaired ("PCI") loans. Non-PCI loans include loans that did not have evidence of credit deterioration since origination at the acquisition date. PCI loans include loans that had evidence of credit deterioration since origination and for which it was probable at acquisition that the Company would not collect all contractually required principal and interest payments. Evidence of credit deterioration

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was evaluated using various indicators, such as past due and non-accrual status. Leases and revolving loans do not qualify to be accounted for as PCI loans and are accounted for as non-PCI loans.
The acquisition adjustment related to non-PCI loans is amortized into interest income over the contractual life of the related loans. If an acquired non-PCI loan is renewed subsequent to the acquisition date, any remaining acquisition adjustment is accreted into interest income and the loan is considered a new loan that is no longer classified as an acquired loan.
PCI loans are accounted for based on estimates of expected future cash flows. To estimate the fair value, the Company generally aggregates purchased consumer loans and commercial loans into pools of loans with common risk characteristics, such as delinquency status, credit score, and internal risk ratings. The fair values of larger balance commercial loans are estimated on an individual basis. Expected future cash flows in excess of the fair value of loans at the purchase date ("accretable yield") are recorded as interest income over the life of the loans if the timing and amount of the expected future cash flows can be reasonably estimated. The non-accretable yield represents the difference between contractually required payments and the expected future cash flows determined at acquisition. Subsequent increases in expected future cash flows are offset against the allowance for credit losses to the extent an allowance has been established or otherwise recognized as interest income prospectively. The present value of any decreases in expected future cash flows is recognized by recording a charge-off through the allowance for loan losses or providing an allowance for loan losses.
90-Days Past Due Loans – The Company's accrual of interest on loans is generally discontinued at the time the loan is 90 days past due unless the credit is sufficiently collateralized and in the process of renewal or collection.
Non-accrual Loans Generally, corporate loans are placed on non-accrual status (i) when either principal or interest payments become 90 days or more past due unless the credit is sufficiently collateralized and in the process of renewal or collection, or (ii) when an individual analysis of a borrower's creditworthiness warrants a downgrade to non-accrual regardless of past due status. When a loan is placed on non-accrual status, unpaid interest credited to income in the current year is reversed, and unpaid interest accrued in prior years is charged against the allowance for loan losses. After the loan is placed on non-accrual status, all debt service payments are applied to the principal on the loan. Future interest income may only be recorded on a cash basis after recovery of principal is reasonably assured. Non-accrual loans are returned to accrual status when the financial position of the borrower and other relevant factors indicate that the Company will collect all principal and interest.
Commercial loans and loans secured by real estate are charged-off when deemed uncollectible. A loss is recorded if the net realizable value of the underlying collateral is less than the outstanding principal and interest. Consumer loans that are not secured by real estate are subject to mandatory charge-off at a specified delinquency date and are usually not classified as non-accrual prior to being charged-off. Closed-end consumer loans, which include installment, automobile, and single payment loans, are usually charged-off no later than the end of the month in which the loan becomes 120 days past due.
PCI loans are generally considered accruing loans unless reasonable estimates of the timing and amount of expected future cash flows cannot be determined. Loans without reasonable future cash flow estimates are classified as non-accrual loans, and interest income is not recognized on those loans until the timing and amount of the expected future cash flows can be reasonably determined.
Troubled Debt Restructurings ("TDRs") – A restructuring is considered a TDR when (i) the borrower is experiencing financial difficulties, and (ii) the creditor grants a concession, such as forgiveness of principal, reduction of the interest rate, changes in payments, or extension of the maturity date. Loans are not classified as TDRs when the modification is short-term or results in an insignificant delay in payments. The Company's TDRs are determined on a case-by-case basis.
The Company does not accrue interest on a TDR unless it believes collection of all principal and interest under the modified terms is reasonably assured. For a TDR to begin accruing interest, the borrower must demonstrate some level of past performance and the future capacity to perform under the modified terms. Generally, six months of consecutive payment performance under the restructured terms is required before a TDR is returned to accrual status. However, the period could vary depending on the individual facts and circumstances of the loan. An evaluation of the borrower's current creditworthiness is used to assess the borrower's capacity to repay the loan under the modified terms. This evaluation includes an estimate of expected future cash flows, evidence of strong financial position, and estimates of the value of collateral, if applicable. For TDRs to be removed from TDR status in the calendar year after the restructuring, the loans must (i) have an interest rate and terms that reflect market conditions at the time of restructuring, and (ii) be in compliance with the modified terms. If the loan was restructured at below market rates and terms, it continues to be separately reported as restructured until it is paid in full or charged-off.
Impaired Loans – Impaired loans consist of corporate non-accrual loans and TDRs. A loan is considered impaired when it is probable that the Company will not collect all contractual principal and interest. With the exception of accruing TDRs, impaired loans are classified as non-accrual and are exclusive of smaller homogeneous loans, such as home equity, 1-4 family mortgages, and installment loans. Impaired loans with balances under a specified threshold are not individually evaluated for impairment. For all other impaired loans, impairment is measured by comparing the estimated value of the loan to the recorded book value.

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The value of collateral-dependent loans is based on the fair value of the underlying collateral, less costs to sell. The value of other loans is measured using the present value of expected future cash flows discounted at the loan's initial effective interest rate.
Allowance for Credit Losses – The allowance for credit losses is comprised of the allowance for loan losses and the reserve for unfunded commitments, and is maintained by management at a level believed adequate to absorb estimated losses inherent in the existing loan portfolio. Determination of the allowance for credit losses is subjective since it requires significant estimates and management judgment, including the amounts and timing of expected future cash flows on impaired loans, estimated losses on pools of homogeneous loans, consideration of current economic trends, and other factors.
Loans deemed to be uncollectible are charged-off against the allowance for loan losses, while recoveries of amounts previously charged-off are credited to the allowance for loan losses. Additions to the allowance for loan losses are charged to expense through the provision for loan losses. The amount of provision depends on a number of factors, including net charge-off levels, loan growth, changes in the composition of the loan portfolio, and the Company's assessment of the allowance for loan losses based on the methodology discussed below.
Allowance for Loan Losses The allowance for loan losses consists of (i) specific reserves for individual loans where the recorded investment exceeds the value, (ii) an allowance based on a loss migration analysis that uses historical credit loss experience for each loan category, and (iii) an allowance based on other internal and external qualitative factors.
The specific reserves component of the allowance for loan losses is based on a periodic analysis of impaired loans exceeding a fixed dollar amount. If the value of an impaired loan is less than the recorded book value, the Company either establishes a valuation allowance (i.e., a specific reserve) equal to the excess of the book value over the collateral value of the loan as a component of the allowance for loan losses or charges off the amount if it is a confirmed loss.
The general reserve component is based on a loss migration analysis, which examines actual loss experience by loan category for a rolling 8-quarter period and the related internal risk rating for corporate loans. The loss migration analysis is updated quarterly, primarily using actual loss experience. This component is then adjusted based on management's consideration of many internal and external qualitative factors, including:
Changes in the composition of the loan portfolio, trends in the volume of loans, and trends in delinquent and non-accrual loans that could indicate that historical trends do not reflect current conditions.
Changes in credit policies and procedures, such as underwriting standards and collection, charge-off, and recovery practices.
Changes in the experience, ability, and depth of credit management and other relevant staff.
Changes in the quality of the Company's loan review system and Board of Directors oversight.
The effect of any concentration of credit and changes in the level of concentrations, such as loan type or risk rating.
Changes in the value of the underlying collateral for collateral-dependent loans.
Changes in the national and local economy that affect the collectability of various segments of the portfolio.
The effect of other external factors, such as competition and legal and regulatory requirements, on the Company's loan portfolio.
The allowance for loan losses also consists of an allowance on acquired and covered non-PCI and PCI loans. No allowance for loan losses is recorded on acquired loans at the acquisition date. Subsequent to the acquisition date, an allowance for credit losses is established as necessary to reflect credit deterioration. The acquired non-PCI allowance is based on management's evaluation of the acquired non-PCI loan portfolio giving consideration to the current portfolio balance, including the remaining acquisition adjustments, maturity dates, and overall credit quality. The allowance for covered non-PCI loans is calculated in the same manner as the general reserve component based on a loss migration analysis as discussed above. The acquired and covered PCI allowance reflects the difference between the carrying value and the discounted expected future cash flows of the acquired and covered PCI loans. On a periodic basis, the adequacy of this allowance is determined through a re-estimation of expected future cash flows on all of the outstanding acquired and covered PCI loans using either a probability of default/loss given default ("PD/LGD") methodology or a specific review methodology. The PD/LGD model is a loss model that estimates expected future cash flows using a probability of default curve and loss given default estimates. Acquired non-PCI loans that have renewed subsequent to the respective acquisition dates are no longer classified as acquired loans. Instead, they are included in the general loan population and allocated an allowance based on a loss migration analysis.
Reserve for Unfunded Commitments The Company also maintains a reserve for unfunded commitments, including letters of credit, for the risk of loss inherent in these arrangements. The reserve for unfunded commitments is estimated using the loss migration analysis from the allowance for loan losses, adjusted for probabilities of future funding requirements. The reserve for unfunded commitments is included in other liabilities in the Consolidated Statements of Financial Condition.
The establishment of the allowance for credit losses involves a high degree of judgment given the difficulty of assessing the factors impacting loan repayment and estimating the timing and amount of losses. While management utilizes its best judgment and

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information available, the adequacy of the allowance for credit losses depends on a variety of factors beyond the Company's control, including the performance of its loan portfolio, the economy, changes in interest rates and property values, and the interpretation of loan risk classifications by regulatory authorities.
Derivative Financial Instruments – To provide derivative products to customers and in the ordinary course of business, the Company enters into derivative transactions as part of its overall interest rate risk management strategy to minimize significant unplanned fluctuations in earnings and expected future cash flows caused by interest rate volatility. All derivative instruments are recorded at fair value as either other assets or other liabilities in the Consolidated Statements of Financial Condition. Subsequent changes in a derivative's fair value are recognized in earnings unless specific hedge accounting criteria are met.
On the date the Company enters into a derivative contract, the derivative is designated as a fair value hedge, a cash flow hedge, or a non-hedge derivative instrument. Fair value hedges are designed to mitigate exposure to changes in the fair value of an asset or liability attributable to a particular risk, such as interest rate risk. Cash flow hedges are designed to mitigate exposure to variability in expected future cash flows to be received or paid related to an asset, liability, or other type of forecasted transaction. The Company formally documents all relationships between hedging instruments and hedged items, including its risk management objective and strategy at inception.
At the hedge's inception, a formal assessment is performed to determine the effectiveness of the derivative in offsetting changes in the fair values or expected future cash flows of the hedged items in the current period and prospectively. If a derivative instrument designated as a hedge is terminated or ceases to be highly effective, hedge accounting is discontinued prospectively, and the gain or loss is amortized into earnings. For fair value hedges, the gain or loss is amortized over the remaining life of the hedged asset or liability. For cash flow hedges, the gain or loss is amortized over the same period that the forecasted hedged transactions impact earnings. If the hedged item is disposed of, any fair value adjustments are included in the gain or loss from the disposition of the hedged item. If the forecasted transaction is no longer probable, the gain or loss is included in earnings immediately.
For fair value hedges, changes in the fair value of the derivative instruments, as well as changes in the fair value of the hedged item, are recognized in earnings in the same income statement line item as the earnings effect of the hedged item. For cash flow hedges, the effective portion of the change in fair value of the derivative instrument is reported as a component of accumulated other comprehensive loss and is reclassified to earnings when the hedged transaction is reflected in earnings.
2. RECENT ACCOUNTING PRONOUNCEMENTS
Adopted Accounting Pronouncements
Revenue from Contracts with Customers: In May of 2014, the Financial Accounting Standards Board ("FASB") issued guidance that requires an entity to recognize revenue to depict the transfer of promised goods or services to customers in an amount that reflects the consideration to which the entity expects to be entitled in exchange for those goods or services. In March of 2016, the FASB issued an amendment to this guidance to clarify the implementation of guidance on principal versus agent consideration. Additional amendments to clarify the implementation guidance on the identification of performance obligations and licensing were issued in April of 2016 and narrow-scope improvements and practical expedients were issued in May of 2016. The guidance is effective for annual and interim reporting periods beginning on or after December 15, 2017, and must be applied either retrospectively or using the modified retrospective approach.
The Company's revenue is comprised of net interest income on financial assets and liabilities, which is excluded from the scope of this guidance, and noninterest income. The primary sources of revenue within noninterest income are service charges on deposit accounts, wealth management fees, card-based fees, and merchant servicing fees. The adoption of this guidance on January 1, 2018, using the modified retrospective approach, affected how the Company presents merchant servicing fees, merchant card expenses, card-based fees, and cardholder expenses, which are presented on a gross basis within noninterest income and noninterest expense for the prior period and are presented on a net basis within noninterest income for the current period. Total expenses of $4.2 million and $11.9 million for the quarter and nine months ended September 30, 2018 were netted in noninterest income. The adoption of this guidance did not impact net income; therefore, a cumulative effect adjustment to opening retained earnings was not deemed necessary. Consistent with the modified retrospective approach, the Company did not adjust prior period amounts for the reclassification of merchant card expenses and cardholder expenses.
A description of the Company's revenue streams accounted for under the scope of this guidance follows:
Service charges on deposit accounts – Service charges on deposit accounts consist of account analysis fees (net fees earned on analyzed business and public checking accounts), monthly service fees, and other deposit account related fees. The Company's performance obligation for account analysis fees and monthly service fees is generally satisfied, and the related revenue recognized, over the period in which the service is provided. Other deposit account related fees are largely transactional based and, therefore, the Company's performance obligation is satisfied, and related revenue recognized, at a point in time. Payment for service charges

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on deposit accounts is primarily received as a direct charge to customers' accounts. As a result of the adoption of this guidance, there was no impact to the method of recognizing revenue related to service charges on deposit accounts for the quarter and nine months ended September 30, 2018.
Wealth management fees – Wealth management fees represents quarterly fees due from wealth management customers as consideration for managing the customers' assets. Wealth management services include custody of assets, investment management, escrow services, fees for trust services and similar fiduciary activities. Revenue is recognized when our performance obligation is completed each quarter, which is generally the time that payment is received. Also included are fees received from a third-party broker-dealer as part of a revenue-sharing agreement. These fees are paid to us by the third-party on a quarterly basis and recognized ratably throughout the quarter as our performance obligation is satisfied. As a result of the adoption of this guidance, there was no impact to the method of recognizing revenue related to wealth management fees for the quarter and nine months ended September 30, 2018.
Card-based fees, net – Card-based fees, net consists of debit and credit card interchange fees for processing transactions, as well as various fees for automated teller machine ("ATM") and point-of-sale transactions processed through the related networks. Interchange, ATM, and point-of-sale fees from cardholder transactions represent a percentage of the underlying transaction value or a flat fee and are recognized daily in connection with the transaction processing services provided to the cardholder. Card-based fees are presented net of certain contract costs associated with the debit, credit and ATM card interchange networks. As a result of the adoption of this guidance, $1.9 million and $5.5 million of cardholder expenses are netted against card-based fees for the quarter and nine months ended September 30, 2018, respectively.
Merchant servicing fees, net – Merchant servicing fees, net is included in other service charges, commissions, and fees in the Consolidated Statements of Income. The Company acts in an agency capacity with respect to its merchants to process their debit and credit card transactions, deriving revenue from assisting another entity in transactions with the Company's customers. Merchant servicing fees represent a percentage of the underlying net transaction volume or a flat fee and are recognized monthly. Merchant servicing fees are presented net of certain contract costs associated with the third-party merchant processing. As a result of the adoption of this guidance, $2.3 million and $6.4 million of merchant card expenses are netted against merchant servicing fees for the quarter and nine months ended September 30, 2018, respectively.
Amendments to Guidance on Classifying and Measuring Financial Instruments: In January of 2016, the FASB issued guidance that will require entities to measure equity investments that do not result in consolidation and are not accounted for under the equity method at fair value. Any subsequent changes in fair value will be recognized in net income unless the investments qualify for a new practicability exception. Equity securities totaling $29.0 million are no longer classified as trading securities or securities available-for-sale. This guidance also requires entities to adjust the fair value disclosures for financial instruments carried at amortized cost from an entry price to an exit price. No changes were made to the guidance for classifying and measuring investments in debt securities and loans. Except as discussed above, the adoption of this guidance on January 1, 2018 did not materially impact the Company's financial condition, results of operations, or liquidity.
Classification of Certain Cash Receipts and Cash Payments: In August of 2016, the FASB issued guidance clarifying certain cash flow presentation and classification issues to reduce diversity in practice. The adoption of this guidance on January 1, 2018 did not materially impact the Company's financial condition, results of operations, or liquidity.
Income Taxes: In October of 2016, the FASB issued guidance that requires an entity to recognize the income tax consequences of an intra-entity transfer of an asset other than inventory when the transfer occurs. The adoption of this guidance on January 1, 2018 did not materially impact the Company's financial condition, results of operations, or liquidity.
Clarifying the Definition of a Business: In January of 2017, the FASB issued guidance that clarifies the definition of a business to assist entities with evaluating whether transactions should be accounted for as acquisitions or disposals of assets or businesses. The adoption of this guidance on January 1, 2018 did not impact the Company's financial condition, results of operations, or liquidity.
Presentation of Defined Benefit Retirement Plan Costs: In March of 2017, the FASB issued guidance that changes how employers that sponsor defined pension and or other postretirement benefit plans present the net periodic benefit cost in the income statement. Employers are required to present the service cost component of the net periodic benefit cost in the same income statement line item as other employee compensation costs arising from services rendered during the period. Other components of net periodic benefit cost are required to be presented separately from the line item(s) that includes the service cost. The adoption of this guidance on January 1, 2018 did not materially impact the Company's financial condition, results of operations, or liquidity.
Share-based Payment Award Modifications: In May of 2017, the FASB issued guidance to reduce diversity in practice by clarifying when changes to the terms or conditions of a share-based payment award must be accounted for as a modification. The adoption of this guidance on January 1, 2018 did not materially impact the Company's financial condition, results of operations, or liquidity.

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Derivatives and Hedging: In August of 2017, the FASB issued guidance to better align the financial reporting related to hedging activities with the economic objectives of those activities and to simplify the application of current hedge accounting guidance. Entities are required to apply the guidance using a modified retrospective method as of the period of adoption. This guidance is effective for annual and interim periods beginning after December 31, 2018. Early adoption is permitted, and the Company elected to do so on January 1, 2018, which did not materially impact the Company's financial condition, results of operations, or liquidity.
Reclassification of Certain Tax Effects from Accumulated Other Comprehensive Income: In February of 2018, the FASB issued guidance that requires a reclassification from accumulated other comprehensive income to retained earnings for stranded tax effects resulting from the Tax Cuts and Jobs Act of 2017. Entities electing the reclassification are required to apply the guidance either at the beginning of the period of adoption or retrospectively for all periods impacted. This guidance is effective for annual and interim periods beginning after December 15, 2018. Early adoption is permitted and the Company elected to do so on January 1, 2018, which resulted in the reclassification of $6.8 million of stranded tax effects from accumulated other comprehensive loss to retained earnings as of the beginning of the period of adoption.
Accounting Pronouncements Pending Adoption
Leases: In February of 2016, the FASB issued guidance to increase transparency and comparability across entities for leasing arrangements. This guidance requires lessees to recognize assets and liabilities for most leases. For lessors, this guidance modifies the lease classification criteria and the accounting for sales-type and direct financing leases. In addition, this guidance clarifies criteria for the determination of whether a contract is or contains a lease. This guidance is effective for annual and interim periods beginning after December 15, 2018. Early adoption is permitted.
The Company will adopt this guidance on January 1, 2019, which will result in the recognition of right-of-use assets and associated lease liabilities for its operating leases. The amount of right-of-use assets and associated lease liabilities recorded upon adoption will be based on the present value of future minimum lease payments, the amount of which will depend on the population of leases in effect at the date of adoption. In addition, First Midwest Bank (the "Bank") entered into a sale-leaseback transaction in 2016 that resulted in a deferred gain. Upon adoption of this guidance, the remaining deferred gain, which is estimated to be approximately $50 million after tax, will be recognized immediately as a cumulative-effect adjustment to equity. For additional discussion of the sale-leaseback transaction, see Note 8 "Premises, Furniture, and Equipment" to the Consolidated Financial Statements in the Company's 2017 10-K. Management is completing its evaluation of the guidance and does not expect the adoption of the guidance will materially impact the Company's results of operations or liquidity, but anticipates a material increase in assets, liabilities, and equity.
Measurement of Credit Losses on Financial Instruments: In June of 2016, the FASB issued guidance that will require entities to present financial assets measured at amortized cost at the net amount expected to be collected, considering an entity's current estimate of all expected credit losses. In addition, credit losses relating to available-for-sale debt securities will be required to be recorded through an allowance for credit losses, with changes in credit loss estimates recognized through current earnings. This guidance is effective for annual and interim periods beginning after December 15, 2019. Early adoption is permitted, but not for periods beginning before December 15, 2018. Management is evaluating the guidance and the impact to the Company's financial condition, results of operations, or liquidity.
Accounting for Goodwill Impairment: In January of 2017, the FASB issued guidance that simplifies the accounting for goodwill impairment for all entities. The new guidance eliminates the requirement to calculate the implied fair value of goodwill using the second step of the quantitative two-step goodwill impairment model prescribed under current accounting guidance. Under the new guidance, if a reporting unit's carrying amount exceeds its fair value, an entity will record an impairment charge based on that difference. This guidance is effective for annual and interim goodwill impairment testing dates beginning after December 15, 2019. Early adoption is permitted for annual and interim goodwill impairment testing dates after January 1, 2017. Management does not expect the adoption of this guidance will materially impact the Company's financial condition, results of operations, or liquidity.
Premium Amortization on Purchased Callable Debt Securities: In March of 2017, the FASB issued guidance that shortens the amortization period for the premium on certain purchased callable debt securities to the earliest call date. This guidance is effective for annual and interim periods beginning after December 15, 2018. Early adoption is permitted. Management does not expect the adoption of this guidance will materially impact the Company's financial condition, results of operations, or liquidity.
Improvements to Nonemployee Share-based Payment Accounting: In June of 2018, the FASB issued guidance that aligns the measurement and classification guidance for share-based payments to nonemployees with the guidance for share-based payments to employees. This guidance is effective for annual and interim periods beginning after December 15, 2018. Early adoption is permitted. Management does not expect the adoption of this guidance will materially impact the Company's financial condition, results of operations, or liquidity.
Changes to the Disclosure Requirements for Fair Value Measurement: In August of 2018, the FASB issued guidance that eliminates, modifies, and adds to certain fair value measurement disclosure requirements associated with the three-tiered fair value

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hierarchy. This guidance is effective for annual and interim periods beginning after December 15, 2019. Early adoption is permitted. Management does not expect the adoption of this guidance will materially impact the Company's financial condition, results of operations, or liquidity.
Changes to the Disclosure Requirements for Defined Benefit Plans: In August of 2018, the FASB issued guidance that makes minor changes and clarifications to the disclosure requirements for entities that sponsor defined benefit plans. This guidance is effective for annual and interim periods beginning after December 15, 2020. Early adoption is permitted. Management does not expect the adoption of this guidance will materially impact the Company's financial condition, results of operations, or liquidity.
Customer's Accounting for Implementation Costs Incurred in a Cloud Computing Arrangement That Is a Service Contract: In August of 2018, the FASB issued guidance to reduce diversity in practice by clarifying when implementation costs are required to be capitalized in a cloud computing arrangement that is a service contract. This guidance is effective for annual and interim periods beginning after December 15, 2019. Early adoption is permitted. Management does not expect the adoption of this guidance will materially impact the Company's financial condition, results of operations, or liquidity.
3. ACQUISITIONS
Northern States Financial Corporation
On June 6, 2018, the Company entered into a definitive agreement to acquire Northern States Financial Corporation, ("Northern States"), the holding company for NorStates Bank, based in Waukegan, Illinois. On October 12, 2018, the Company completed its acquisition of Northern States. At closing, the Company acquired approximately $550 million in total assets, $465 million in deposits, and $305 million in loans. Under the terms of the merger agreement, the final exchange ratio was determined to be 0.0363 shares of Company common stock for each outstanding share of Northern States common stock, excluding shares held in treasury or otherwise owned by the Company or Northern States. The merger consideration totaled approximately $83 million and resulted in the Company issuing approximately 3.3 million shares of Company common stock. The Company expects that NorStates Bank will be merged with and into First Midwest Bank, with associated systems conversions completed, in early December 2018.
Standard Bancshares, Inc.
On January 6, 2017, the Company completed its acquisition of Standard Bancshares, Inc. ("Standard"), the holding company for Standard Bank and Trust Company. Pursuant to the terms of the merger agreement, on January 6, 2017, each outstanding share of Standard common stock was canceled and converted into the right to receive 0.4350 of a share of Company common stock. Based on the closing price of shares of Company common stock of $25.34 on that date, as reported by NASDAQ, the value of the merger consideration per share of Standard common stock was $11.02. Each outstanding Standard stock settled right was redeemed for cash, and each outstanding Standard stock option and each share of Standard phantom stock were canceled and terminated in exchange for the right to receive cash, in each case, pursuant to the terms of the merger agreement. This resulted in an overall transaction value of approximately $580.7 million, which consisted of 21,057,085 shares of Company common stock and $47.1 million in cash. Goodwill of $345.3 million associated with the acquisition was recorded by the Company. All operating systems were converted during the first quarter of 2017. During 2017, the Company finalized the fair value adjustments associated with the Standard transaction.
Premier Asset Management LLC
On February 28, 2017, the Company completed its acquisition of Premier Asset Management LLC ("Premier"), a registered investment advisor based in Chicago, Illinois. At the close of the acquisition, the Company acquired approximately $550.0 million of trust assets under management. During the first quarter of 2018, the Company finalized the fair value adjustments associated with the Premier transaction.

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4. SECURITIES
The significant accounting policies related to securities are presented in Note 1, "Summary of Significant Accounting Policies" to the Consolidated Financial Statements in the Company's 2017 10-K.
A summary of the Company's securities portfolio by category and maturity is presented in the following tables.
Securities Portfolio
(Dollar amounts in thousands)
 
 
As of September 30, 2018
 
As of December 31, 2017
 
 
Amortized Cost
 
Gross Unrealized
 
Fair
 Value
 
Amortized Cost
 
Gross Unrealized
 
Fair
 Value
 
 
 
Gains
 
Losses
 
 
 
Gains
 
Losses
 
Securities Available-for-Sale
 
 
 
 
 
 
 
 
 
 
 
 
 
 
U.S. treasury securities
 
$
49,434

 
$

 
$
(325
)
 
$
49,109

 
$
46,529

 
$

 
$
(184
)
 
$
46,345

U.S. agency securities
 
143,765

 
6

 
(2,517
)
 
141,254

 
157,636

 
197

 
(986
)
 
156,847

Collateralized mortgage
  obligations ("CMOs")
 
1,304,611

 
103

 
(46,787
)
 
1,257,927

 
1,113,019

 
121

 
(17,954
)
 
1,095,186

Other mortgage-backed
  securities ("MBSs")
 
462,046

 
114

 
(16,495
)
 
445,665

 
373,676

 
201

 
(4,334
)
 
369,543

Municipal securities
 
228,048

 
118

 
(5,131
)
 
223,035

 
209,558

 
693

 
(1,260
)
 
208,991

Corporate debt securities
 
62,888

 
32

 
(500
)
 
62,420

 

 

 

 

Equity securities(1)
 

 

 

 

 
7,408

 
194

 
(305
)
 
7,297

Total securities
  available-for-sale
 
$
2,250,792

 
$
373

 
$
(71,755
)
 
$
2,179,410

 
$
1,907,826

 
$
1,406

 
$
(25,023
)
 
$
1,884,209

Securities Held-to-Maturity
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Municipal securities
 
$
12,673

 
$

 
$
(2,158
)
 
$
10,515

 
$
13,760

 
$

 
$
(1,747
)
 
$
12,013

Equity Securities(1)
 
 
 
 
 
 
 
$
29,046

 
 
 
 
 
 
 
$

Trading Securities(1)
 
 
 
 
 
 
 
$

 
 
 
 
 
 
 
$
20,447

(1) 
As a result of accounting guidance adopted in the first quarter of 2018, equity securities are no longer presented within trading securities or securities available-for-sale and are now presented within equity securities in the Consolidated Statements of Financial Condition for the current period. For further discussion of this guidance, see Note 2, "Recent Accounting Pronouncements."

Remaining Contractual Maturity of Securities
(Dollar amounts in thousands)
 
 
As of September 30, 2018
 
 
Available-for-Sale
 
Held-to-Maturity
 
 
Amortized
Cost
 
Fair
Value
 
Amortized
Cost
 
Fair
Value
One year or less
 
$
113,814

 
$
111,859

 
$
1,631

 
$
1,353

After one year to five years
 
171,155

 
168,215

 
4,915

 
4,078

After five years to ten years
 
199,166

 
195,744

 
2,176

 
1,806

After ten years
 

 

 
3,951

 
3,278

Securities that do not have a single contractual maturity date
 
1,766,657

 
1,703,592

 

 

Total
 
$
2,250,792

 
$
2,179,410

 
$
12,673

 
$
10,515

The carrying value of securities available-for-sale that were pledged to secure deposits or for other purposes as permitted or required by law totaled $1.4 billion as of September 30, 2018 and $1.1 billion as of December 31, 2017. No securities held-to-maturity were pledged as of September 30, 2018 or December 31, 2017.

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Securities Available-for-Sale Gains
(Dollar amounts in thousands)
 
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
2018
 
2017
Gains on sales of securities:
 
 
 
 
 
 
 
 
Gross realized gains
 
$

 
$
3,197

 
$

 
$
3,481

Gross realized losses
 

 

 

 

Net realized gains on sales of securities
 

 
3,197

 

 
3,481

Non-cash impairment charges:
 
 
 
 
 
 
 
 
Other-than-temporary securities impairment ("OTTI")
 

 

 

 

Net realized gains
 
$

 
$
3,197

 
$

 
$
3,481

Accounting guidance requires that the credit portion of an OTTI charge be recognized through income. If a decline in fair value below carrying value is not attributable to credit deterioration and the Company does not intend to sell the security or believe it would not be more likely than not required to sell the security prior to recovery, the Company records the non-credit related portion of the decline in fair value in other comprehensive income.
There was no outstanding balance of OTTI previously recognized on securities available-for-sale as of either September 30, 2018 or December 31, 2017. During the quarters and nine months ended September 30, 2018 and 2017 no OTTI was recognized on securities available-for-sale.

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The following table presents the aggregate amount of unrealized losses and the aggregate related fair values of securities with unrealized losses as of September 30, 2018 and December 31, 2017.
Securities in an Unrealized Loss Position
(Dollar amounts in thousands)
 
 
 
 
Less Than 12 Months
 
12 Months or Longer
 
Total
 
 
Number of
Securities
 
Fair
Value
 
Unrealized
Losses
 
Fair
Value
 
Unrealized
Losses
 
Fair
Value
 
Unrealized
Losses
As of September 30, 2018
 
 
 
 
 
 
 
 
 
 
 
 
Securities Available-for-Sale
 
 
 
 
 
 
 
 
 
 
 
 
U.S. treasury securities
 
24

 
$
38,623

 
$
307

 
$
10,486

 
$
18

 
$
49,109

 
$
325

U.S. agency securities
 
75

 
81,753

 
1,398

 
54,161

 
1,119

 
135,914

 
2,517

CMOs
 
260

 
610,183

 
15,445

 
602,362

 
31,342

 
1,212,545

 
46,787

MBSs
 
119

 
215,463

 
5,396

 
222,989

 
11,099

 
438,452

 
16,495

Municipal securities
 
501

 
140,916

 
2,762

 
55,975

 
2,369

 
196,891

 
5,131

Corporate debt securities
 
8

 
36,621

 
500

 

 

 
36,621

 
500

Total
 
987

 
$
1,123,559

 
$
25,808

 
$
945,973

 
$
45,947

 
$
2,069,532

 
$
71,755

Securities Held-to-Maturity
 
 
 
 
 
 
 
 
 
 
 
 
Municipal securities
 
8

 
$

 
$

 
$
10,515

 
$
2,158

 
$
10,515

 
$
2,158

As of December 31, 2017
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Securities Available-for-Sale
 
 
 
 
 
 
 
 
 
 
 
 
U.S. treasury securities
 
20

 
$
19,918

 
$
87

 
$
26,427

 
$
97

 
$
46,345

 
$
184

U.S. agency securities
 
72

 
66,899

 
300

 
58,021

 
686

 
124,920

 
986

CMOs
 
211

 
365,131

 
3,265

 
633,227

 
14,689

 
998,358

 
17,954

MBSs
 
86

 
126,136

 
902

 
210,017

 
3,432

 
336,153

 
4,334

Municipal securities
 
265

 
35,500

 
479

 
81,360

 
781

 
116,860

 
1,260

Equity securities(1)
 
2

 
391

 
214

 
6,386

 
91

 
6,777

 
305

Total
 
656

 
$
613,975

 
$
5,247

 
$
1,015,438

 
$
19,776

 
$
1,629,413

 
$
25,023

Securities Held-to-Maturity
 
 
 
 
Municipal securities
 
8

 
$

 
$

 
$
12,013

 
$
1,747

 
$
12,013

 
$
1,747

(1) 
As a result of accounting guidance adopted in the first quarter of 2018, equity securities are no longer presented within securities available-for-sale and are now presented within equity securities in the Consolidated Statements of Financial Condition for the current period. For further discussion of this guidance, see Note 2, "Recent Accounting Pronouncements."
Substantially all of the Company's CMOs and other MBSs are either backed by U.S. government-owned agencies or issued by U.S. government-sponsored enterprises. Municipal securities are issued by municipal authorities, and the majority are supported by third-party insurance or some other form of credit enhancement. Management does not believe any of these securities with unrealized losses as of September 30, 2018 represent OTTI related to credit deterioration. These unrealized losses are attributed to changes in interest rates and temporary market movements. The Company does not intend to sell these securities and it is not more likely than not that the Company will be required to sell them before recovery of their amortized cost basis, which may be at maturity.

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5. LOANS
Loans Held-for-Investment
The following table presents the Company's loans held-for-investment by class.
Loan Portfolio
(Dollar amounts in thousands)
 
 
As of
 
 
September 30,
2018
 
December 31,
2017
Commercial and industrial
 
$
3,994,142

 
$
3,529,914

Agricultural
 
432,220

 
430,886

Commercial real estate:
 
 
 
 
Office, retail, and industrial
 
1,782,757

 
1,979,820

Multi-family
 
698,611

 
675,463

Construction
 
632,779

 
539,820

Other commercial real estate
 
1,348,831

 
1,358,515

Total commercial real estate
 
4,462,978

 
4,553,618

Total corporate loans
 
8,889,340

 
8,514,418

Home equity
 
853,887

 
827,055

1-4 family mortgages
 
888,797

 
774,357

Installment
 
418,524

 
321,982

Total consumer loans
 
2,161,208

 
1,923,394

Total loans
 
$
11,050,548

 
$
10,437,812

Deferred loan fees included in total loans
 
$
5,887

 
$
4,986

Overdrawn demand deposits included in total loans
 
8,239

 
8,587

The Company primarily lends to community-based and mid-sized businesses, commercial real estate customers, and consumers in its markets. Within these areas, the Company diversifies its loan portfolio by loan type, industry, and borrower.
It is the Company's policy to review each prospective credit to determine the appropriateness and the adequacy of security or collateral prior to making a loan. In the event of borrower default, the Company seeks recovery in compliance with state lending laws, the Company's lending standards, and credit monitoring and remediation procedures. A discussion of risk characteristics relevant to each portfolio segment is presented in Note 5, "Loans" to the Consolidated Financial Statements in the Company's 2017 10-K.

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Loan Sales
The following table presents loan sales for the quarters and nine months ended September 30, 2018 and 2017.
Loan Sales
(Dollar amounts in thousands)
 
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
2018
 
2017
Corporate loan sales
 
 
 
 
 
 
 
 
Proceeds from sales
 
$
2,868

 
$
11,833

 
$
15,180

 
$
46,770

Less book value of loans sold
 
2,827

 
11,512

 
14,811

 
45,752

Net gains on corporate loan sales(1)
 
41

 
321

 
369

 
1,018

1-4 family mortgage loan sales
 
 
 
 
 
 
 
 
Proceeds from sales
 
$
62,576

 
$
73,889

 
$
193,476

 
$
190,544

Less book value of loans sold
 
61,276

 
72,149

 
189,370

 
186,208

Net gains on 1-4 family mortgage loan sales(2)
 
1,300

 
1,740

 
4,106

 
4,336

Total net gains on loan sales
 
$
1,341

 
$
2,061

 
$
4,475

 
$
5,354

(1) 
Net gains on corporate loan sales are included in other service charges, commissions, and fees in the Condensed Consolidated Statements of Income.
(2) 
Net gains on 1-4 family mortgage loan sales are included in mortgage banking income in the Condensed Consolidated Statements of Income.
The Company retained servicing responsibilities for a portion of the 1-4 family mortgage loans sold and collects servicing fees equal to a percentage of the outstanding principal balance. For additional disclosure related to the Company's obligations resulting from the sale of certain 1-4 family mortgage loans, see Note 11, "Commitments, Guarantees, and Contingent Liabilities."
6. ACQUIRED AND COVERED LOANS
The significant accounting policies related to acquired and covered loans, which are classified as PCI and non-PCI, are presented in Note 1, "Summary of Significant Accounting Policies."
The following table presents the carrying amount of acquired and covered PCI and non-PCI loans as of September 30, 2018 and December 31, 2017.
Acquired and Covered Loans(1) 
(Dollar amounts in thousands)
 
 
As of September 30, 2018
 
As of December 31, 2017
 
 
PCI
 
Non-PCI
 
Total
 
PCI
 
Non-PCI
 
Total
Acquired loans
 
$
98,923

 
$
1,121,092

 
$
1,220,015

 
$
130,694

 
$
1,512,664

 
$
1,643,358

Covered loans
 
6,021

 
7,632

 
13,653

 
6,759

 
11,789

 
18,548

Total acquired and covered loans
 
$
104,944

 
$
1,128,724

 
$
1,233,668

 
$
137,453

 
$
1,524,453

 
$
1,661,906

(1) 
Included in loans in the Consolidated Statements of Condition.
The outstanding balance of PCI loans was $157.2 million and $210.7 million as of September 30, 2018 and December 31, 2017, respectively.
Acquired non-PCI loans that are renewed are no longer classified as acquired loans. These loans totaled $426.4 million and $366.0 million as of September 30, 2018 and December 31, 2017, respectively.
In connection with the FDIC Agreements, the Company recorded an indemnification asset. To maintain eligibility for the loss share reimbursement, the Company is required to follow certain servicing procedures as specified in the FDIC Agreements. The Company was in compliance with those requirements as of September 30, 2018 and December 31, 2017.

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Rollforwards of the carrying value of the FDIC indemnification asset for the quarters and nine months ended September 30, 2018 and 2017 are presented in the following table.
Changes in the FDIC Indemnification Asset
(Dollar amounts in thousands)
 
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
2018
 
2017
Beginning balance
 
$
2,710

 
$
3,918

 
$
3,314

 
$
4,522

Amortization
 
(302
)
 
(302
)
 
(906
)
 
(906
)
Change in expected reimbursements from the FDIC for
  changes in expected credit losses
 
(336
)
 
(123
)
 
(161
)
 
(653
)
Net payments to the FDIC
 
334

 
123

 
159

 
653

Ending balance
 
$
2,406

 
$
3,616

 
$
2,406

 
$
3,616

Changes in the accretable yield for acquired and covered PCI loans were as follows.
Changes in Accretable Yield
(Dollar amounts in thousands)
 
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
2018
 
2017
Beginning balances
 
$
39,008

 
$
39,870

 
$
32,957

 
$
19,385

Additions
 

 

 

 
27,316

Accretion
 
(3,008
)
 
(4,263
)
 
(9,548
)
 
(12,106
)
Other(1)
 
2,672

 
478

 
15,263

 
1,490

Ending balance
 
$
38,672

 
$
36,085

 
$
38,672

 
$
36,085

(1) 
Increases represent a rise in the expected future cash flows to be collected over the remaining estimated life of the underlying portfolio, while decreases result from the resolution of certain loans occurring earlier than anticipated.
Total accretion on acquired and covered PCI and non-PCI loans for the quarter and nine months ended September 30, 2018 was $4.6 million and $14.1 million, respectively, and $7.6 million and $27.7 million, for the same periods in 2017.

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7. PAST DUE LOANS, ALLOWANCE FOR CREDIT LOSSES, IMPAIRED LOANS, AND TDRS
Past Due and Non-accrual Loans
The following table presents an aging analysis of the Company's past due loans as of September 30, 2018 and December 31, 2017. The aging is determined without regard to accrual status. The table also presents non-performing loans, consisting of non-accrual loans (the majority of which are past due) and loans 90 days or more past due and still accruing interest, as of each balance sheet date.
Aging Analysis of Past Due Loans and Non-performing Loans by Class
(Dollar amounts in thousands)
 
 
Aging Analysis (Accruing and Non-accrual)
 
 
Non-performing Loans
 
 
Current(1)
 
30-89 Days
Past Due
 
90 Days or
More Past
Due
 
Total
Past Due
 
Total
Loans
 
 
Non-
accrual(2)
 
90 Days or More Past Due, Still Accruing Interest
As of September 30, 2018
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Commercial and industrial
 
$
3,966,088

 
$
15,087

 
$
12,967

 
$
28,054

 
$
3,994,142

 
 
$
37,981

 
$
1,096

Agricultural
 
427,702

 
2,156

 
2,362

 
4,518

 
432,220

 
 
2,104

 
316

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Office, retail, and industrial
 
1,767,366

 
9,640

 
5,751

 
15,391

 
1,782,757

 
 
6,685

 
490

Multi-family
 
691,698

 
3,729

 
3,184

 
6,913

 
698,611

 
 
3,184

 

Construction
 
628,976

 
3,595

 
208

 
3,803

 
632,779

 
 
208

 

Other commercial real estate
 
1,339,926

 
5,755

 
3,150

 
8,905

 
1,348,831

 
 
4,578

 
288

Total commercial real estate
 
4,427,966

 
22,719

 
12,293

 
35,012

 
4,462,978

 
 
14,655

 
778

Total corporate loans
 
8,821,756

 
39,962

 
27,622

 
67,584

 
8,889,340

 
 
54,740

 
2,190

Home equity
 
848,843

 
2,995

 
2,049

 
5,044

 
853,887

 
 
5,739

 
9

1-4 family mortgages
 
885,556

 
1,287

 
1,954

 
3,241

 
888,797

 
 
4,287

 
41

Installment
 
414,078

 
3,737

 
709

 
4,446

 
418,524

 
 

 
709

Total consumer loans
 
2,148,477

 
8,019

 
4,712

 
12,731

 
2,161,208

 
 
10,026

 
759

Total loans
 
$
10,970,233

 
$
47,981

 
$
32,334

 
$
80,315

 
$
11,050,548

 
 
$
64,766

 
$
2,949

As of December 31, 2017
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Commercial and industrial
 
$
3,490,783

 
$
34,620

 
$
4,511

 
$
39,131

 
$
3,529,914

 
 
$
40,580

 
$
1,830

Agricultural
 
430,221

 
280

 
385

 
665

 
430,886

 
 
219

 
177

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Office, retail, and industrial
 
1,970,564

 
3,156

 
6,100

 
9,256

 
1,979,820

 
 
11,560

 
345

Multi-family
 
672,098

 
3,117

 
248

 
3,365

 
675,463

 
 
377

 
20

Construction
 
539,043

 
198

 
579

 
777

 
539,820

 
 
209

 
371

Other commercial real estate
 
1,353,263

 
2,545

 
2,707

 
5,252

 
1,358,515

 
 
3,621

 
317

Total commercial real estate
 
4,534,968

 
9,016

 
9,634

 
18,650

 
4,553,618

 
 
15,767

 
1,053

Total corporate loans
 
8,455,972

 
43,916

 
14,530

 
58,446

 
8,514,418

 
 
56,566

 
3,060

Home equity
 
820,099

 
4,102

 
2,854

 
6,956

 
827,055

 
 
5,946

 
98

1-4 family mortgages
 
770,120

 
2,145

 
2,092

 
4,237

 
774,357

 
 
4,412

 

Installment
 
319,178

 
2,407

 
397

 
2,804

 
321,982

 
 

 
397

Total consumer loans
 
1,909,397

 
8,654

 
5,343

 
13,997

 
1,923,394

 
 
10,358

 
495

Total loans
 
$
10,365,369

 
$
52,570

 
$
19,873

 
$
72,443

 
$
10,437,812

 
 
$
66,924

 
$
3,555

(1) 
PCI loans with an accretable yield are considered current.
(2) 
Includes PCI loans of $688,000 and $763,000 as of September 30, 2018 and December 31, 2017, respectively, which no longer have an accretable yield as estimates of expected future cash flows have decreased since the acquisition due to credit deterioration.



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Allowance for Credit Losses
The Company maintains an allowance for credit losses at a level deemed adequate by management to absorb estimated losses inherent in the existing loan portfolio. See Note 1, "Summary of Significant Accounting Policies," for the accounting policy for the allowance for credit losses. A rollforward of the allowance for credit losses by portfolio segment for the quarters and nine months ended September 30, 2018 and 2017 is presented in the table below.
Allowance for Credit Losses by Portfolio Segment
(Dollar amounts in thousands)
 
 
Commercial,
Industrial,
and
Agricultural
 
Office,
Retail, and
Industrial
 
Multi-
family
 
Construction
 
Other
Commercial
Real Estate
 
Consumer
 
Reserve for
Unfunded
Commitments
 
Total
Allowance for Credit Losses
Quarter ended September 30, 2018
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Beginning balance
 
$
60,043

 
$
9,062

 
$
2,175

 
$
2,124

 
$
4,631

 
$
18,656

 
$
1,000

 
$
97,691

Charge-offs
 
(6,277
)
 
(759
)
 
(1
)
 
(1
)
 
(177
)
 
(2,049
)
 

 
(9,264
)
Recoveries
 
416

 
163

 

 
5

 
154

 
512

 

 
1,250

Net charge-offs
 
(5,861
)
 
(596
)
 
(1
)
 
4

 
(23
)
 
(1,537
)
 

 
(8,014
)
Provision for loan
  losses and other
 
6,776

 
15

 
200

 
116

 
740

 
3,401

 

 
11,248

Ending balance
 
$
60,958

 
$
8,481

 
$
2,374

 
$
2,244

 
$
5,348

 
$
20,520

 
$
1,000

 
$
100,925

Quarter ended September 30, 2017
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Beginning balance
 
$
46,271

 
$
15,008

 
$
2,919

 
$
4,094

 
$
7,479

 
$
16,600

 
$
1,000

 
$
93,371

Charge-offs
 
(8,935
)
 
(14
)
 

 
6

 
(6
)
 
(1,617
)
 

 
(10,566
)
Recoveries
 
698

 
1,825

 
2

 
19

 
25

 
331

 

 
2,900

Net charge-offs
 
(8,237
)
 
1,811

 
2

 
25

 
19

 
(1,286
)
 

 
(7,666
)
Provision for loan
  losses and other
 
13,994

 
(5,129
)
 
(296
)
 
161

 
(257
)
 
1,636

 

 
10,109

Ending balance
 
$
52,028

 
$
11,690

 
$
2,625

 
$
4,280

 
$
7,241

 
$
16,950

 
$
1,000

 
$
95,814

Nine months ended September 30, 2018
 
 
 
 
 
 
 
 
 
 
 
 
Beginning balance
 
$
55,791

 
$
10,996

 
$
2,534

 
$
3,481

 
$
6,381

 
$
16,546

 
$
1,000

 
$
96,729

Charge-offs
 
(29,609
)
 
(1,525
)
 
(5
)
 
(1
)
 
(247
)
 
(6,271
)
 

 
(37,658
)
Recoveries
 
1,707

 
286

 

 
26

 
552

 
1,240

 

 
3,811

Net charge-offs
 
(27,902
)
 
(1,239
)
 
(5
)
 
25

 
305

 
(5,031
)
 

 
(33,847
)
Provision for loan
  losses and other
 
33,069

 
(1,276
)
 
(155
)
 
(1,262
)
 
(1,338
)
 
9,005

 

 
38,043

Ending balance
 
$
60,958

 
$
8,481

 
$
2,374

 
$
2,244

 
$
5,348

 
$
20,520

 
$
1,000

 
$
100,925

Nine months ended September 30, 2017
 
 
 
 
 
 
 
 
 
 
 
 
Beginning balance
 
$
40,709

 
$
17,595

 
$
3,261

 
$
3,444

 
$
7,739

 
$
13,335

 
$
1,000

 
$
87,083

Charge-offs
 
(15,966
)
 
(141
)
 

 
(38
)
 
(721
)
 
(4,837
)
 

 
(21,703
)
Recoveries
 
2,764

 
2,808

 
36

 
258

 
205

 
1,097

 

 
7,168

Net charge-offs
 
(13,202
)
 
2,667

 
36

 
220

 
(516
)
 
(3,740
)
 

 
(14,535
)
Provision for loan
  losses and other
 
24,521

 
(8,572
)
 
(672
)
 
616

 
18

 
7,355

 

 
23,266

Ending balance
 
$
52,028

 
$
11,690

 
$
2,625

 
$
4,280

 
$
7,241

 
$
16,950

 
$
1,000

 
$
95,814




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The table below provides a breakdown of loans and the related allowance for credit losses by portfolio segment as of September 30, 2018 and December 31, 2017.
Loans and Related Allowance for Credit Losses by Portfolio Segment
(Dollar amounts in thousands)
 
 
Loans
 
Allowance for Credit Losses
 
 
Individually
Evaluated
for
Impairment
 
Collectively
Evaluated
for
Impairment
 
PCI
 
Total
 
Individually
Evaluated
for
Impairment
 
Collectively
Evaluated
for
Impairment
 
PCI
 
Total
As of September 30, 2018
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Commercial, industrial, and
  agricultural
 
$
37,309

 
$
4,385,067

 
$
3,986

 
$
4,426,362

 
$
6,659

 
$
53,919

 
$
380

 
$
60,958

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Office, retail, and industrial
 
5,639

 
1,765,584

 
11,534

 
1,782,757

 
1,223

 
6,049

 
1,209

 
8,481

Multi-family
 
3,573

 
684,275

 
10,763

 
698,611

 

 
2,134

 
240

 
2,374

Construction
 

 
629,427

 
3,352

 
632,779

 

 
2,089

 
155

 
2,244

Other commercial real estate
 
2,496

 
1,290,122

 
56,213

 
1,348,831

 
22

 
4,113

 
1,213

 
5,348

Total commercial real estate
 
11,708

 
4,369,408

 
81,862

 
4,462,978

 
1,245

 
14,385

 
2,817

 
18,447

Total corporate loans
 
49,017

 
8,754,475

 
85,848

 
8,889,340

 
7,904

 
68,304

 
3,197

 
79,405

Consumer
 

 
2,142,112

 
19,096

 
2,161,208

 

 
19,003

 
1,517

 
20,520

Reserve for unfunded
  commitments
 

 

 

 

 

 
1,000

 

 
1,000

Total loans
 
$
49,017

 
$
10,896,587

 
$
104,944

 
$
11,050,548

 
$
7,904

 
$
88,307

 
$
4,714

 
$
100,925

As of December 31, 2017
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Commercial, industrial, and
  agricultural
 
$
38,718

 
$
3,909,380

 
$
12,702

 
$
3,960,800

 
$
10,074

 
$
45,293

 
$
424

 
$
55,791

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Office, retail, and industrial
 
10,810

 
1,954,435

 
14,575

 
1,979,820

 

 
9,333

 
1,663

 
10,996

Multi-family
 
621

 
660,771

 
14,071

 
675,463

 

 
2,436

 
98

 
2,534

Construction
 

 
530,977

 
8,843

 
539,820

 

 
3,331

 
150

 
3,481

Other commercial real estate
 
1,468

 
1,291,723

 
65,324

 
1,358,515

 

 
5,415

 
966

 
6,381

Total commercial real estate
 
12,899

 
4,437,906

 
102,813

 
4,553,618

 

 
20,515

 
2,877

 
23,392

Total corporate loans
 
51,617

 
8,347,286

 
115,515

 
8,514,418

 
10,074

 
65,808

 
3,301

 
79,183

Consumer
 

 
1,901,456

 
21,938

 
1,923,394

 

 
15,533

 
1,013

 
16,546

Reserve for unfunded
  commitments
 

 

 

 

 

 
1,000

 

 
1,000

Total loans
 
$
51,617

 
$
10,248,742

 
$
137,453

 
$
10,437,812

 
$
10,074

 
$
82,341

 
$
4,314

 
$
96,729


24




Table of Contents



Loans Individually Evaluated for Impairment
The following table presents loans individually evaluated for impairment by class of loan as of September 30, 2018 and December 31, 2017. PCI loans are excluded from this disclosure.
Impaired Loans Individually Evaluated by Class
(Dollar amounts in thousands)
 
 
As of September 30, 2018
 
 
As of December 31, 2017
 
 
Recorded Investment In
 
 
 
 
Recorded Investment In
 
 
 
 
Loans with
No Specific
Reserve
 
Loans with
a Specific
Reserve
 
Unpaid
Principal
Balance
 
Specific
Reserve
 
 
Loans with
No Specific
Reserve
 
Loans with
a Specific
Reserve
 
Unpaid
Principal
Balance
 
Specific
Reserve
Commercial and industrial
 
$
7,534

 
$
27,934

 
$
53,533

 
$
6,542

 
 
$
4,234

 
$
34,484

 
$
53,192

 
$
10,074

Agricultural
 
269

 
1,572

 
4,250

 
117

 
 

 

 

 

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Office, retail, and industrial
 
1,636

 
4,003

 
6,372

 
1,223

 
 
7,154

 
3,656

 
14,246

 

Multi-family
 
3,573

 

 
3,573

 

 
 
621

 

 
621

 

Construction
 

 

 

 

 
 

 

 

 

Other commercial real estate
 
1,632

 
864

 
2,548

 
22

 
 
1,468

 

 
1,566

 

Total commercial real estate
 
6,841

 
4,867

 
12,493

 
1,245

 
 
9,243

 
3,656

 
16,433

 

Total impaired loans
  individually evaluated for
  impairment
 
$
14,644

 
$
34,373

 
$
70,276

 
$
7,904

 
 
$
13,477

 
$
38,140

 
$
69,625

 
$
10,074


25




Table of Contents



The following table presents the average recorded investment and interest income recognized on impaired loans by class for the quarters and nine months ended September 30, 2018 and 2017. PCI loans are excluded from this disclosure.
Average Recorded Investment and Interest Income Recognized on Impaired Loans by Class
(Dollar amounts in thousands)
 
 
Quarters Ended September 30,
 
 
2018
 
2017
 
 
Average
Recorded
Investment
 
Interest
Income
Recognized(1)
 
Average
Recorded
Investment
 
Interest
Income
Recognized(1)
Commercial and industrial
 
$
28,082

 
$
123

 
$
44,682

 
$
368

Agricultural
 
2,372

 

 
140

 

Commercial real estate:
 
 
 
 
 
 
 
 

Office, retail, and industrial
 
6,641

 
105

 
12,496

 

Multi-family
 
3,757

 
11

 
396

 

Construction
 

 

 

 

Other commercial real estate
 
2,831

 
68

 
1,415

 

Total commercial real estate
 
13,229

 
184

 
14,307

 

Total impaired loans
 
$
43,683

 
$
307

 
$
59,129

 
$
368

 
 
 
 
 
 
 
 
 
 
 
Nine Months Ended September 30,
 
 
2018
 
2017
 
 
Average
Recorded
Investment
 
Interest
Income
Recognized
(1)
 
Average
Recorded
Investment
 
Interest
Income
Recognized
(1)
Commercial and industrial
 
$
34,440

 
$
159

 
$
32,765

 
$
924

Agricultural
 
2,153

 
25

 
348

 

Commercial real estate:
 
 
 
 
 
 
 
 

Office, retail, and industrial
 
8,867

 
873

 
13,680

 
262

Multi-family
 
2,132

 
66

 
396

 
28

Construction
 

 

 
9

 
136

Other commercial real estate
 
2,338

 
181

 
1,652

 
20

Total commercial real estate
 
13,337

 
1,120

 
15,737

 
446

Total impaired loans
 
$
49,930

 
$
1,304

 
$
48,850

 
$
1,370

(1) 
Recorded using the cash basis of accounting.

26




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Credit Quality Indicators
Corporate loans and commitments are assessed for credit risk and assigned ratings based on various characteristics, such as the borrower's cash flow, leverage, and collateral. Ratings for commercial credits are reviewed periodically. The following tables present credit quality indicators by class for corporate and consumer loans, as of September 30, 2018 and December 31, 2017.
Corporate Credit Quality Indicators by Class
(Dollar amounts in thousands)
 
 
Pass
 
Special
 Mention(1)(4)
 
Substandard(2)(4)
 
Non-accrual(3)
 
Total
As of September 30, 2018
 
 
 
 
 
 
 
 
 
 
Commercial and industrial
 
$
3,797,606

 
$
134,184

 
$
24,371

 
$
37,981

 
$
3,994,142

Agricultural
 
411,559

 
7,591

 
10,966

 
2,104

 
432,220

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
Office, retail, and industrial
 
1,721,711

 
19,972

 
34,389

 
6,685

 
1,782,757

Multi-family
 
683,199

 
10,139

 
2,089

 
3,184

 
698,611

Construction
 
601,942

 
23,477

 
7,152

 
208

 
632,779

Other commercial real estate
 
1,277,662

 
48,845

 
17,746

 
4,578

 
1,348,831

Total commercial real estate
 
4,284,514

 
102,433

 
61,376

 
14,655

 
4,462,978

Total corporate loans
 
$
8,493,679

 
$
244,208

 
$
96,713

 
$
54,740

 
$
8,889,340

As of December 31, 2017
 
 
 
 
 
 
 
 
 
 
Commercial and industrial
 
$
3,388,133

 
$
70,863

 
$
30,338

 
$
40,580

 
$
3,529,914

Agricultural
 
413,946

 
10,989

 
5,732

 
219

 
430,886

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
Office, retail, and industrial
 
1,903,737

 
25,546

 
38,977

 
11,560

 
1,979,820

Multi-family
 
665,496

 
7,395

 
2,195

 
377

 
675,463

Construction
 
521,911

 
10,184

 
7,516

 
209

 
539,820

Other commercial real estate
 
1,304,337

 
29,624

 
20,933

 
3,621

 
1,358,515

Total commercial real estate
 
4,395,481

 
72,749

 
69,621

 
15,767

 
4,553,618

Total corporate loans
 
$
8,197,560

 
$
154,601

 
$
105,691

 
$
56,566

 
$
8,514,418

(1) 
Loans categorized as special mention exhibit potential weaknesses that require the close attention of management since these potential weaknesses may result in the deterioration of repayment prospects in the future.
(2) 
Loans categorized as substandard exhibit well-defined weaknesses that may jeopardize the liquidation of the debt. These loans continue to accrue interest because they are well-secured and collection of principal and interest is expected within a reasonable time.
(3) 
Loans categorized as non-accrual exhibit well-defined weaknesses that may jeopardize the liquidation of the debt or result in a loss if the deficiencies are not corrected.
(4) 
Total special mention and substandard loans includes accruing TDRs of $639,000 as of September 30, 2018 and $657,000 as of December 31, 2017.
Consumer Credit Quality Indicators by Class
(Dollar amounts in thousands)
 
 
Performing
 
Non-accrual
 
Total
As of September 30, 2018
 
 
 
 
 
 
Home equity
 
$
848,148

 
$
5,739

 
$
853,887

1-4 family mortgages
 
884,510

 
4,287

 
888,797

Installment
 
418,524

 

 
418,524

Total consumer loans
 
$
2,151,182

 
$
10,026

 
$
2,161,208

As of December 31, 2017
 
 
 
 
 
 
Home equity
 
$
821,109

 
$
5,946

 
$
827,055

1-4 family mortgages
 
769,945

 
4,412

 
774,357

Installment
 
321,982

 

 
321,982

Total consumer loans
 
$
1,913,036

 
$
10,358

 
$
1,923,394


27




Table of Contents



TDRs
TDRs are generally performed at the request of the individual borrower and may include forgiveness of principal, reduction in interest rates, changes in payments, and maturity date extensions. The table below presents TDRs by class as of September 30, 2018 and December 31, 2017. See Note 1, "Summary of Significant Accounting Policies," for the accounting policy for TDRs.
TDRs by Class
(Dollar amounts in thousands)
 
 
As of September 30, 2018
 
As of December 31, 2017
 
 
Accruing
 
Non-accrual(1)
 
Total
 
Accruing
 
Non-accrual(1)
 
Total
Commercial and industrial
 
$
250

 
$
5,603

 
$
5,853

 
$
264

 
$
18,959

 
$
19,223

Agricultural
 

 

 

 

 

 

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
 
 
Office, retail, and industrial
 

 

 

 

 
4,236

 
4,236

Multi-family
 
563

 

 
563

 
574

 
149

 
723

Construction
 

 

 

 

 

 

Other commercial real estate
 
184

 

 
184

 
192

 

 
192

Total commercial real estate
 
747

 

 
747

 
766

 
4,385

 
5,151

Total corporate loans
 
997

 
5,603

 
6,600

 
1,030

 
23,344

 
24,374

Home equity
 
83

 
352

 
435

 
86

 
738

 
824

1-4 family mortgages
 
661

 
410

 
1,071

 
680

 
451

 
1,131

Installment
 

 

 

 

 

 

Total consumer loans
 
744

 
762

 
1,506

 
766

 
1,189

 
1,955

Total loans
 
$
1,741

 
$
6,365

 
$
8,106

 
$
1,796

 
$
24,533

 
$
26,329

(1) 
These TDRs are included in non-accrual loans in the preceding tables.
TDRs are included in the calculation of the allowance for credit losses in the same manner as impaired loans. As of September 30, 2018 and December 31, 2017, respectively, there were no specific reserves and $2.0 million in specific reserves related to TDRs.
There were no material restructurings during the quarter and nine months ended September 30, 2018. The following table presents a summary of loans that were restructured during the quarter and nine months ended September 30, 2017.
Loans Restructured During the Period
(Dollar amounts in thousands)
 
 
Number
of
Loans
 
Pre-
Modification
Recorded
Investment
 
Funds
Disbursed
 
Interest
and Escrow
Capitalized
 
Charge-offs
 
Post-
Modification
Recorded
Investment
Quarter ended September 30, 2017
 
 
 
 
 
 
 
 
 
 
Commercial and industrial
 
10

 
$
25,811

 
$
196

 
$

 
$
1,736

 
$
24,271

Office, retail, and industrial
 
2

 
3,656

 

 

 

 
3,656

Total TDRs restructured during the period
 
12

 
$
29,467

 
$
196

 
$

 
$
1,736

 
$
27,927

Nine months ended September 30, 2017
 
 
 
 
 
 
 
 
 
 
Commercial and industrial
 
12

 
$
26,733

 
$
196

 
$

 
$
1,736

 
$
25,193

Office, retail, and industrial
 
2

 
3,656

 

 

 

 
3,656

Total TDRs restructured during the period
 
14

 
$
30,389

 
$
196

 
$

 
$
1,736

 
$
28,849

Accruing TDRs that do not perform in accordance with their modified terms are transferred to non-accrual. There were no material TDRs that defaulted within twelve months of the restructure date during the quarters and nine months ended September 30, 2018 and 2017.

28




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A rollforward of the carrying value of TDRs for the quarters and nine months ended September 30, 2018 and 2017 is presented in the following table.
TDR Rollforward
(Dollar amounts in thousands)
 
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
2018
 
2017
Accruing
 
 
 
 
 
 
 
 
Beginning balance
 
$
1,760

 
$
2,029

 
$
1,796

 
$
2,291

Additions
 

 
14,897

 

 
15,819

Net payments
 
(19
)
 
(1,798
)
 
(55
)
 
(1,905
)
Net transfers to non-accrual
 

 
(13,315
)
 

 
(14,392
)
Ending balance
 
1,741

 
1,813

 
1,741

 
1,813

Non-accrual
 
 
 
 
 
 
 
 
Beginning balance
 
8,238

 
3,036

 
24,533

 
6,297

Additions
 

 
14,570

 
355

 
14,570

Net payments
 
(1,620
)
 
(127
)
 
(14,598
)
 
(4,352
)
Charge-offs
 
(253
)
 
(2,132
)
 
(3,925
)
 
(2,245
)
Net transfers from accruing
 

 
13,315

 

 
14,392

Ending balance
 
6,365

 
28,662

 
6,365

 
28,662

Total TDRs
 
$
8,106

 
$
30,475

 
$
8,106

 
$
30,475

For TDRs to be removed from TDR status in the calendar year after the restructuring, the loans must (i) have an interest rate and terms that reflect market conditions at the time of restructuring, and (ii) be in compliance with the modified terms. Loans that were not restructured at market rates and terms, that are not in compliance with the modified terms, or for which there is a concern about the future ability of the borrower to meet its obligations under the modified terms, continue to be separately reported as restructured until paid in full or charged-off.
There were no material commitments to lend additional funds to borrowers with TDRs as of September 30, 2018 or December 31, 2017.

29




Table of Contents



8. EARNINGS PER COMMON SHARE
The table below displays the calculation of basic and diluted earnings per common share ("EPS").
Basic and Diluted EPS
(Amounts in thousands, except per share data)
 
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
2018
 
2017
Net income
 
$
53,352

 
$
38,235

 
$
116,462

 
$
96,040

Net income applicable to non-vested restricted shares
 
(441
)
 
(340
)
 
(992
)
 
(910
)
Net income applicable to common shares
 
$
52,911

 
$
37,895

 
$
115,470

 
$
95,130

Weighted-average common shares outstanding:
 
 
 
 
 
 
 
 
Weighted-average common shares outstanding (basic)
 
102,178

 
101,752

 
102,087

 
101,307

Dilutive effect of common stock equivalents
 

 
20

 
5

 
20

Weighted-average diluted common shares outstanding
 
102,178

 
101,772

 
102,092

 
101,327

Basic EPS
 
$
0.52

 
$
0.37

 
$
1.13

 
$
0.94

Diluted EPS
 
$
0.52

 
$
0.37

 
$
1.13

 
$
0.94

Anti-dilutive shares not included in the computation of diluted EPS(1)
 

 
190

 
36

 
242

(1) 
This amount represents outstanding stock options for which the exercise price is greater than the average market price of the Company's common stock. The final outstanding stock options were exercised during the first quarter of 2018.
9. INCOME TAXES
The following table presents income tax expense and the effective income tax rate for the quarters and nine months ended September 30, 2018 and 2017.
Income Tax Expense
(Dollar amounts in thousands)
 
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
2018
 
2017
Income before income tax expense
 
$
59,968

 
$
55,942

 
$
142,605

 
$
144,068

Income tax expense:
 
 
 
 
 
 
 
 
Federal income tax expense
 
$
2,634

 
$
16,355

 
$
17,403

 
$
41,408

State income tax expense
 
3,982

 
1,352

 
8,740

 
6,620

Total income tax expense
 
$
6,616

 
$
17,707

 
$
26,143

 
$
48,028

Effective income tax rate
 
11.0
%
 
31.7
%
 
18.3
%
 
33.3
%
Federal income tax expense and the related effective income tax rate are influenced by the amount of tax-exempt income derived from investment securities and BOLI in relation to pre-tax income and state income taxes. State income tax expense and the related effective tax rate are driven by both the amount of state tax-exempt income in relation to pre-tax income and state tax rules for consolidated/combined reporting and sourcing of income and expense.
The decrease in total income tax expense and the effective income tax rate for the quarter and nine months ended September 30, 2018 compared to the same periods in 2017 was driven primarily by $7.8 million of certain income tax benefits aligned with federal income tax reform legislation ("tax reform") and the reduction in the federal income tax rate from 35% to 21%, which became effective in the first quarter of 2018 as a result of tax reform.
The Company's accounting policies for the recognition of income taxes in the Consolidated Statements of Financial Condition and Income are included in Note 1, "Summary of Significant Accounting Policies" and Note 15, "Income Taxes" to the Consolidated Financial Statements in the Company's 2017 10-K.

30




Table of Contents



10. DERIVATIVE INSTRUMENTS AND HEDGING ACTIVITIES
In the ordinary course of business, the Company enters into derivative transactions as part of its overall interest rate risk management strategy. The significant accounting policies related to derivative instruments and hedging activities are presented in Note 1, "Summary of Significant Accounting Policies."
Fair Value Hedges
The Company hedges the fair value of fixed rate commercial real estate loans using interest rate swaps through which the Company pays fixed amounts and receives variable amounts. These derivative contracts are designated as fair value hedges.
Fair Value Hedges
(Dollar amounts in thousands)
 
 
As of
 
 
September 30, 2018
 
December 31, 2017
Gross notional amount outstanding
 
$
5,083

 
$
5,458

Derivative liability fair value in other liabilities
 
(9
)
 
(101
)
Weighted-average interest rate received
 
4.11
%
 
3.38
%
Weighted-average interest rate paid
 
5.96
%
 
5.96
%
Weighted-average maturity (in years)
 
0.10

 
0.84

Fair value of derivative(1)
 
$
15

 
$
110

(1) 
This amount represents the fair value if credit risk related contingent features were triggered.
Changes in the fair value of fair value hedges are recognized in other noninterest income in the Condensed Consolidated Statements of Income.
Cash Flow Hedges
As of September 30, 2018, the Company hedged $1.1 billion of certain corporate variable rate loans using interest rate swaps through which the Company receives fixed amounts and pays variable amounts. The Company also hedged $1.0 billion of borrowed funds using forward starting interest rate swaps through which the Company receives variable amounts and pays fixed amounts. These transactions allow the Company to add stability to net interest income and manage its exposure to interest rate movements.
Forward starting interest rate swaps totaling $710.0 million began on various dates between June of 2015 and May of 2018, and mature between June of 2019 and May of 2020. The remaining forward starting interest rate swaps totaling $320.0 million begin at various dates between December of 2018 and February of 2021 and mature between December of 2021 and February of 2023. The weighted-average fixed interest rate to be paid on these interest rate swaps that have not yet begun was 2.49% as of September 30, 2018. These derivative contracts are designated as cash flow hedges.
Cash Flow Hedges
(Dollar amounts in thousands)
 
 
As of
 
 
September 30, 2018
 
December 31, 2017
Gross notional amount outstanding
 
$
2,170,000

 
$
1,960,000

Derivative asset fair value in other assets(1)
 
6,009

 
3,989

Derivative liability fair value in other liabilities(1)
 
(19,197
)
 
(10,219
)
Weighted-average interest rate received
 
2.01
%
 
1.58
%
Weighted-average interest rate paid
 
2.03
%
 
1.61
%
Weighted-average maturity (in years)
 
1.76

 
2.25

(1) 
Certain cash flow hedges are transacted through a clearinghouse ("centrally cleared") and their change in fair value is settled by the counterparties to the transaction, which results in no fair value.
Changes in the fair value of cash flow hedges are recorded in accumulated other comprehensive loss on an after-tax basis and are subsequently reclassified to interest income or expense in the period that the forecasted hedged item impacts earnings. As of September 30, 2018, the Company estimates that $3.3 million will be reclassified from accumulated other comprehensive loss as a decrease to interest income over the next twelve months.

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Other Derivative Instruments
The Company also enters into derivative transactions through capital market products with its commercial customers and simultaneously enters into an offsetting interest rate derivative transaction with third-parties. This transaction allows the Company's customers to effectively convert a variable rate loan into a fixed rate loan. Due to the offsetting nature of these transactions, the Company does not apply hedge accounting treatment. The Company's credit exposure on these derivative transactions results primarily from counterparty credit risk. The credit valuation adjustment ("CVA") is a fair value adjustment to the derivative to account for this risk. As of September 30, 2018 and December 31, 2017, the Company's credit exposure was fully secured by the underlying collateral on customer loans and mitigated through netting arrangements with third-parties, therefore, no CVA was recorded. Capital market products income related to commercial customer derivative instruments totaled $1.9 million and $6.3 million for the quarter and nine months ended September 30, 2018, respectively. There were $2.6 million and $6.2 million of capital market products income for the quarter and nine months ended September 30, 2017, respectively.
Other Derivative Instruments
(Dollar amounts in thousands)
 
 
As of
 
 
September 30, 2018
 
December 31, 2017
Gross notional amount outstanding
 
$
3,134,222

 
$
2,665,358

Derivative asset fair value in other assets(1)
 
31,044

 
17,079

Derivative liability fair value in other liabilities(1)
 
(33,832
)
 
(14,930
)
Fair value of derivative(2)
 
33,974

 
15,059

(1) 
Certain other derivative instruments are centrally cleared and their change in fair value is settled by the counterparties to the transaction, which results in no fair value.
(2) 
This amount represents the fair value if credit risk related contingent features were triggered.
The Company occasionally enters into risk participation agreements with counterparty banks to transfer or assume a portion of the credit risk related to customer transactions. The amounts of these instruments were not material for any periods presented. The Company had no other derivative instruments as of September 30, 2018 and December 31, 2017. The Company does not enter into derivative transactions for purely speculative purposes.
The following table presents the impact of derivative instruments on comprehensive income and the reclassification of gains (losses) from accumulated other comprehensive loss to net interest income for the quarters and nine months ended September 30, 2018 and 2017.
Cash Flow Hedge Accounting on AOCI
(Dollar amounts in thousands)
 
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
2018
 
2017
Gains (losses) recognized in other comprehensive income
 
 
 
 
 
 
 
 
Interest rate swaps in interest income
 
$
2,578

 
$
113

 
$
13,151

 
$
5,465

Interest rate swaps in interest expense
 
(1,577
)
 
(416
)
 
(11,620
)
 
(3,807
)
Reclassification of gains (losses) included in net income
 
 
 
 
 
 
 
 
Interest rate swaps in interest income
 
$
857

 
$
946

 
$
1,504

 
$
4,333

Interest rate swaps in interest expense
 
(978
)
 
(919
)
 
(2,087
)
 
(3,142
)

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The following table presents the impact of derivative instruments on net interest income for the quarters and nine months ended September 30, 2018 and 2017.
Hedge Income
(Dollar amounts in thousands)
 
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
2018
 
2017
Fair Value Hedges
 
 
 
 
 
 
 
 
Interest rate swaps in interest income
 
$
(24
)
 
$
(39
)
 
$
(83
)
 
$
(129
)
Cash Flow Hedges
 
 
 
 
 
 
 
 
Interest rate swaps in interest income
 
857

 
946

 
1,504

 
4,333

Interest rate swaps in interest expense
 
(978
)
 
(919
)
 
(2,087
)
 
(3,142
)
Total cash flow hedges
 
(121
)
 
27

 
(583
)
 
1,191

Total net (losses) gains on hedges
 
$
(145
)
 
$
(12
)
 
$
(666
)
 
$
1,062

Credit Risk
Derivative instruments are inherently subject to credit risk, which represents the Company's risk of loss when the counterparty to a derivative contract fails to perform according to the terms of the agreement. Credit risk is managed by limiting and collateralizing the aggregate amount of net unrealized losses by transaction, monitoring the size and the maturity structure of the derivatives, and applying uniform credit standards. Company policy establishes limits on credit exposure to any single counterparty. In addition, the Company established bilateral collateral agreements with derivative counterparties that provide for exchanges of marketable securities or cash to collateralize either party's net losses above a stated minimum threshold. As of September 30, 2018 and December 31, 2017, these collateral agreements covered 100% of the fair value of the Company's outstanding fair value hedges. Derivative assets and liabilities are presented gross, rather than net, of pledged collateral amounts.
Certain derivative instruments are subject to master netting agreements with counterparties. The Company records these transactions at their gross fair values and does not offset derivative assets and liabilities in the Consolidated Statements of Financial Condition. The following table presents the fair value of the Company's derivatives and offsetting positions as of September 30, 2018 and December 31, 2017.
Fair Value of Offsetting Derivatives
(Dollar amounts in thousands)
 
 
As of September 30, 2018
 
As of December 31, 2017
 
 
Assets
 
Liabilities
 
Assets
 
Liabilities
Gross amounts recognized
 
$
37,053

 
$
53,038

 
$
21,068

 
$
25,250

Less: amounts offset in the Consolidated Statements of
  Financial Condition
 

 

 

 

Net amount presented in the Consolidated Statements of
  Financial Condition(1)
 
37,053

 
53,038

 
21,068


25,250

Gross amounts not offset in the Consolidated Statements of
  Financial Condition:
 
 
 
 
 
 
 
 
Offsetting derivative positions
 
(15,177
)
 
(15,177
)
 
(16,880
)
 
(16,880
)
Cash collateral pledged
 
(20,440
)
 
(3,440
)
 

 
(8,370
)
Net credit exposure
 
$
1,436

 
$
34,421

 
$
4,188

 
$

(1) 
Included in other assets or other liabilities in the Consolidated Statements of Financial Condition.
As of September 30, 2018 and December 31, 2017, the Company's derivative instruments generally contained provisions that require the Company's debt to remain above a certain credit rating by each of the major credit rating agencies or that the Company maintain certain capital levels. If the Company's debt were to fall below that credit rating or the Company's capital were to fall below the required levels, it would be in violation of those provisions, and the counterparties to the derivative instruments could terminate the swap transaction and demand cash settlement of the derivative instrument in an amount equal to the derivative liability fair value. As of September 30, 2018 and December 31, 2017 the Company was in compliance with these provisions.

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11. COMMITMENTS, GUARANTEES, AND CONTINGENT LIABILITIES
Credit Commitments and Guarantees
In the normal course of business, the Company enters into a variety of financial instruments with off-balance sheet risk to meet the financing needs of its customers and to conduct lending activities, including commitments to extend credit and standby and commercial letters of credit. These instruments involve elements of credit and interest rate risk in excess of the amount recognized in the Consolidated Statements of Financial Condition.
Contractual or Notional Amounts of Financial Instruments
(Dollar amounts in thousands)
 
 
As of
 
 
September 30, 2018
 
December 31, 2017
Commitments to extend credit:
 
 
 
 
Commercial, industrial, and agricultural
 
$
1,710,789

 
$
1,729,426

Commercial real estate
 
327,279

 
377,551

Home equity
 
547,943

 
514,973

Other commitments(1)
 
240,786

 
244,222

Total commitments to extend credit
 
$
2,826,797

 
$
2,866,172

 
 
 
 
 
Letters of credit
 
$
112,225

 
$
128,801

(1) 
Other commitments includes installment and overdraft protection program commitments.
Commitments to extend credit are agreements to lend funds to a customer, subject to contractual terms and covenants. Commitments generally have fixed expiration dates or other termination clauses, variable interest rates, and fee requirements, when applicable. Since many of the commitments are expected to expire without being drawn, the total commitment amounts do not necessarily represent future cash flow requirements.
In the event of a customer's non-performance, the Company's credit loss exposure is equal to the contractual amount of the commitments. The credit risk is essentially the same as extending loans to customers for the full contractual amount. The Company uses the same credit policies for credit commitments as its loans and minimizes exposure to credit loss through various collateral requirements.
Letters of credit are conditional commitments issued by the Company to guarantee the performance of a customer to a third-party. Letters of credit generally are contingent on the failure of the customer to perform according to the terms of the contract with the third-party and are often issued in favor of a municipality where construction is taking place to ensure the borrower adequately completes the construction. Commercial letters of credit are issued to facilitate transactions between a customer and a third-party based on agreed upon terms.
The maximum potential future payments guaranteed by the Company under letters of credit arrangements are equal to the contractual amount of the commitment. If a commitment is funded, the Company may seek recourse through the liquidation of the underlying collateral, including real estate, production plants and property, marketable securities, or receipt of cash.
As a result of the sale of certain 1-4 family mortgage loans, the Company is contractually obligated to repurchase early payment default loans or loans that do not meet underwriting requirements at recorded value. In accordance with the sales agreements, there is no limitation to the maximum potential future payments or expiration of the Company's recourse obligation. There were no material loan repurchases during the quarters and nine months ended September 30, 2018 and 2017.
Legal Proceedings
In the ordinary course of business, there were certain legal proceedings pending against the Company and its subsidiaries at September 30, 2018. While the outcome of any legal proceeding is inherently uncertain, based on information currently available, the Company's management does not expect that any liabilities arising from pending legal matters will have a material adverse effect on the Company's business, financial position, results of operations, or cash flows.

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12. FAIR VALUE
Fair value represents the amount expected to be received to sell an asset or paid to transfer a liability in its principal or most advantageous market in an orderly transaction between market participants at the measurement date. In accordance with fair value accounting guidance, the Company measures, records, and reports various types of assets and liabilities at fair value on either a recurring or non-recurring basis in the Consolidated Statements of Financial Condition. Those assets and liabilities are presented below in the sections titled "Assets and Liabilities Required to be Measured at Fair Value on a Recurring Basis" and "Assets and Liabilities Required to be Measured at Fair Value on a Non-Recurring Basis."
Other assets and liabilities are not required to be measured at fair value in the Consolidated Statements of Financial Condition, but must be disclosed at fair value. See the "Fair Value Measurements of Other Financial Instruments" section of this note. Any aggregation of the estimated fair values presented in this note does not represent the value of the Company.
Depending on the nature of the asset or liability, the Company uses various valuation methodologies and assumptions to estimate fair value. GAAP provides a three-tiered fair value hierarchy based on the inputs used to measure fair value. The hierarchy is defined as follows:
Level 1 – Quoted prices in active markets for identical assets or liabilities.
Level 2 – Observable inputs other than level 1 prices, such as quoted prices for similar instruments, quoted prices in markets that are not active, or other inputs that are observable or can be corroborated by observable market data.
Level 3 – Unobservable inputs that are supported by little or no market activity and that are significant to the fair value of the assets or liabilities. These inputs require significant management judgment or estimation, some of which use model-based techniques and may be internally developed.
Assets and liabilities are assigned to a level within the fair value hierarchy based on the lowest level of significant input used to measure fair value. Assets and liabilities may change levels within the fair value hierarchy due to market conditions or other circumstances. Those transfers are recognized on the date of the event that prompted the transfer. There were no transfers of assets or liabilities required to be measured at fair value on a recurring basis between levels of the fair value hierarchy during the periods presented.

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Assets and Liabilities Required to be Measured at Fair Value on a Recurring Basis
The following table provides the fair value for assets and liabilities required to be measured at fair value on a recurring basis in the Consolidated Statements of Financial Condition by level in the fair value hierarchy.
Recurring Fair Value Measurements
(Dollar amounts in thousands)
 
 
As of September 30, 2018
 
As of December 31, 2017
 
 
Level 1
 
Level 2
 
Level 3
 
Level 1
 
Level 2
 
Level 3
Assets
 
 
 
 
 
 
 
 
 
 
 
 
Trading securities:
 
 
 
 
 
 
 
 
 
 
 
 
Money market funds
 
$

 
$

 
$

 
$
1,685

 
$

 
$

Mutual funds
 

 

 

 
18,762

 

 

Total trading securities(1)
 

 

 

 
20,447

 

 

Equity securities(1)
 
22,078

 
6,968

 

 

 

 

Securities available-for-sale(1)
 
 
 
 
 
 
 
 
 
 
 
 
U.S. treasury securities
 
49,109

 

 

 
46,345

 

 

U.S. agency securities
 

 
141,254

 

 

 
156,847

 

CMOs
 

 
1,257,927

 

 

 
1,095,186

 

MBSs
 

 
445,665

 

 

 
369,543

 

Municipal securities
 

 
223,035

 

 

 
208,991

 

Corporate debt securities
 

 
62,420

 

 

 

 

Equity securities
 

 

 

 

 
7,297

 

Total securities available-for-sale
 
49,109

 
2,130,301

 

 
46,345

 
1,837,864

 

Mortgage servicing rights ("MSRs")(2)
 

 

 
6,817

 

 

 
5,894

Derivative assets(2)
 

 
37,053

 

 

 
21,068

 

Liabilities
 
 
 
 
 
 
 
 
 
 
 
 
Derivative liabilities(3)
 
$

 
$
53,038

 
$

 
$

 
$
25,250

 
$

(1) 
As a result of recently adopted accounting guidance, equity securities are no longer presented within trading securities or securities available-for-sale for the prior period and are now presented within equity securities for the current period. For further discussion of this guidance, see Note 2 of "Notes to the Condensed Consolidated Financial Statements" in Item 1 of this Form 10-Q.
(2) 
Included in other assets in the Consolidated Statements of Financial Condition.
(3) 
Included in other liabilities in the Consolidated Statements of Financial Condition.
The following sections describe the specific valuation techniques and inputs used to measure financial assets and liabilities at fair value.
Equity Securities
The Company's equity securities consist primarily of community development investments and certain diversified investment securities held in a grantor trust for participants in the Company's nonqualified deferred compensation plan that are invested in money market and mutual funds. The fair value of community development investments is based on quoted prices in active markets or market prices for similar securities obtained from external pricing services or dealer market participants and is classified in level 2 of the fair value hierarchy. The fair value of the money market and mutual funds is based on quoted market prices in active exchange markets and is classified in level 1 of the fair value hierarchy.
Securities Available-for-Sale
The Company's securities available-for-sale are primarily fixed income instruments that are not quoted on an exchange, but may be traded in active markets. The fair values for these securities are based on quoted prices in active markets or market prices for similar securities obtained from external pricing services or dealer market participants and are classified in level 2 of the fair value hierarchy. The fair value of U.S. treasury securities is based on quoted market prices in active exchange markets and is classified in level 1 of the fair value hierarchy. Quarterly, the Company evaluates the methodologies used by its external pricing services to estimate the fair value of these securities to determine whether the valuations represent an exit price in the Company's principal markets.

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MSRs
The Company services loans for others totaling $624.9 million and $607.0 million as of September 30, 2018 and December 31, 2017, respectively. These loans are owned by third-parties and are not included in the Consolidated Statements of Financial Condition. The Company determines the fair value of MSRs by estimating the present value of expected future cash flows associated with the mortgage loans being serviced and classifies them in level 3 of the fair value hierarchy. The following table presents the ranges of significant, unobservable inputs used by the Company to determine the fair value of MSRs as of September 30, 2018 and December 31, 2017.
Significant Unobservable Inputs Used in the Valuation of MSRs
 
 
As of
 
 
September 30, 2018
 
December 31, 2017
Prepayment speed
 
6.6
%
 -
13.1%
 
4.2
%
 -
13.1%
Maturity (months)
 
2

 -
106
 
6

 -
92
Discount rate
 
9.5
%
 -
12.0%
 
9.5
%
 -
12.0%
The impact of changes in these key inputs could result in a significantly higher or lower fair value measurement for MSRs. Significant increases in expected prepayment speeds and discount rates have negative impacts on the valuation. Higher maturity assumptions have a favorable effect on the estimated fair value.
A rollforward of the carrying value of MSRs for the quarters and nine months ended September 30, 2018 and 2017 is presented in the following table.
Carrying Value of MSRs
(Dollar amounts in thousands)
 
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
2018
 
2017
Beginning balance
 
$
6,671

 
$
5,925

 
$
5,894

 
$
6,120

New MSRs
 
324

 
161

 
893

 
522

Total gains (losses) included in earnings(1):
 
 
 
 
 
 
 
 
Changes in valuation inputs and assumptions
 
65

 
(121
)
 
627

 
(209
)
Other changes in fair value(2)
 
(243
)
 
(199
)
 
(597
)
 
(667
)
Ending balance
 
$
6,817

 
$
5,766

 
$
6,817

 
$
5,766

Contractual servicing fees earned(1)
 
$
375

 
$
379

 
$
1,122

 
$
1,158

(1) 
Included in mortgage banking income in the Condensed Consolidated Statements of Income and related to assets held as of September 30, 2018 and 2017.
(2) 
Primarily represents changes in expected future cash flows due to payoffs and paydowns.
Derivative Assets and Derivative Liabilities
The Company enters into interest rate swaps and derivative transactions with commercial customers. These derivative transactions are executed in the dealer market, and pricing is based on market quotes obtained from the counterparties. The market quotes were developed using market observable inputs, which primarily include LIBOR. Therefore, derivatives are classified in level 2 of the fair value hierarchy. For its derivative assets and liabilities, the Company also considers non-performance risk, including the likelihood of default by itself and its counterparties, when evaluating whether the market quotes from the counterparty are representative of an exit price.

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Assets and Liabilities Required to be Measured at Fair Value on a Non-Recurring Basis
The following table provides the fair value for each class of assets and liabilities required to be measured at fair value on a non-recurring basis in the Consolidated Statements of Financial Condition by level in the fair value hierarchy.
Non-Recurring Fair Value Measurements
(Dollar amounts in thousands)
 
 
As of September 30, 2018
 
As of December 31, 2017
 
 
Level 1
 
Level 2
 
Level 3
 
Level 1
 
Level 2
 
Level 3
Collateral-dependent impaired loans(1)
 
$

 
$

 
$
28,077

 
$

 
$

 
$
33,240

OREO(2)
 

 

 
7,075

 

 

 
12,340

Loans held-for-sale(3)
 

 

 
6,020

 

 

 
21,098

Assets held-for-sale(4)
 

 

 
4,659

 

 

 
2,208

(1) 
Includes impaired loans with charge-offs and impaired loans with a specific reserve during the periods presented.
(2) 
Includes OREO with fair value adjustments subsequent to initial transfer that occurred during the periods presented.
(3) 
Included in other assets in the Consolidated Statements of Financial Condition.
(4) 
Included in premises, furniture, and equipment in the Consolidated Statements of Financial Condition.
Collateral-Dependent Impaired Loans
Certain collateral-dependent impaired loans are subject to fair value adjustments to reflect the difference between the carrying value of the loan and the value of the underlying collateral. The fair values of collateral-dependent impaired loans are primarily determined by current appraised values of the underlying collateral. Based on the age and/or type, appraisals may be adjusted in the range of 0% to 15%. In certain cases, an internal valuation may be used when the underlying collateral is located in areas where comparable sales data is limited or unavailable. Accordingly, collateral-dependent impaired loans are classified in level 3 of the fair value hierarchy.
Collateral-dependent impaired loans for which the fair value is greater than the recorded investment are not measured at fair value in the Consolidated Statements of Financial Condition and are not included in this disclosure.
OREO
The fair value of OREO is measured using the current appraised value of the properties. In certain circumstances, a current appraisal may not be available or may not represent an accurate measurement of the property's fair value due to outdated market information or other factors. In these cases, the fair value is determined based on the lower of the (i) most recent appraised value, (ii) broker price opinion, (iii) current listing price, or (iv) signed sales contract. Given these valuation methods, OREO is classified in level 3 of the fair value hierarchy.
Loans Held-for-Sale
As of September 30, 2018 and December 31, 2017, loans held-for-sale consists of 1-4 family mortgage loans, which were originated with the intent to sell. These loans were recorded in the held-for-sale category at the contract price and, accordingly, are classified in level 3 of the fair value hierarchy.
Assets Held-for-Sale
Assets held-for-sale as of September 30, 2018 and December 31, 2017 consists of former branches that are no longer in operation and parcels of land previously purchased for expansion. These properties are being actively marketed and were transferred into the held-for-sale category at their fair value as determined by current appraisals. Based on these valuation methods, they are classified in level 3 of the fair value hierarchy.

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Financial Instruments Not Required to be Measured at Fair Value
For certain financial instruments that are not required to be measured at fair value in the Consolidated Statements of Financial Condition, the Company must disclose the estimated fair values and the level within the fair value hierarchy as shown in the following table.
Fair Value Measurements of Other Financial Instruments
(Dollar amounts in thousands)
 
 
 
 
As of
 
 
 
 
September 30, 2018
 
December 31, 2017
 
 
Fair Value Hierarchy
Level
 
Carrying
Amount
 
Fair Value
 
Carrying
Amount
 
Fair Value
Assets
 
 
 
 
 
 
 
 
 
 
Cash and due from banks
 
1
 
$
185,239

 
$
185,239

 
$
192,800

 
$
192,800

Interest-bearing deposits in other banks
 
2
 
111,360

 
111,360

 
153,770

 
153,770

Securities held-to-maturity
 
2
 
12,673

 
10,515

 
13,760

 
12,013

FHLB and FRB stock
 
2
 
87,728

 
87,728

 
69,708

 
69,708

Loans
 
3
 
10,953,029

 
10,587,311

 
10,345,397

 
10,059,992

Investment in BOLI
 
3
 
284,074

 
284,074

 
279,900

 
279,900

Accrued interest receivable
 
3
 
51,856

 
51,856

 
45,261

 
45,261

Other interest-earning assets
 
3
 
33

 
33

 
228

 
228

Liabilities
 
 
 
 
 
 
 
 
 
 
Deposits
 
2
 
$
11,527,114

 
$
11,505,442

 
$
11,053,325

 
$
11,038,819

Borrowed funds
 
2
 
1,073,546

 
1,073,546

 
714,884

 
714,884

Senior and subordinated debt
 
2
 
195,595

 
209,917

 
195,170

 
208,666

Accrued interest payable
 
2
 
6,406

 
6,406

 
4,704

 
4,704

Management uses various methodologies and assumptions to determine the estimated fair values of the financial instruments in the table above. The fair value estimates are made at a discrete point in time based on relevant market information and consider management's judgments regarding future expected economic conditions, loss experience, and specific risk characteristics of the financial instruments. Loans include the FDIC indemnification asset and net loans, which consists of loans held-for-investment, acquired loans, and the allowance for loan losses. As of both September 30, 2018 and December 31, 2017, the Company estimated the fair value of lending commitments outstanding to be immaterial.

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ITEM 2. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL
CONDITION AND RESULTS OF OPERATIONS
INTRODUCTION
First Midwest Bancorp, Inc. is a bank holding company headquartered in Chicago, Illinois, with operations throughout metropolitan Chicago, northwest Indiana, central and western Illinois, and eastern Iowa. Our principal subsidiary, First Midwest Bank, and other affiliates provide a full range of commercial, treasury management, equipment leasing, retail, wealth management, trust, and private banking products and services to commercial and industrial, commercial real estate, municipal, and consumer customers. We are committed to meeting the financial needs of the people and businesses in the communities where we live and work by providing customized banking solutions, quality products, and innovative services that fulfill those financial needs.
The following discussion and analysis is intended to address the significant factors affecting our Condensed Consolidated Statements of Income for the quarters and nine months ended September 30, 2018 and 2017 and Consolidated Statements of Financial Condition as of September 30, 2018 and December 31, 2017. When we use the terms "First Midwest," the "Company," "we," "us," and "our," we mean First Midwest Bancorp, Inc. and its consolidated subsidiaries. When we use the term "Bank," we are referring to our wholly-owned banking subsidiary, First Midwest Bank. Management's discussion and analysis should be read in conjunction with the consolidated financial statements, accompanying notes thereto, and other information presented in Item 1 of this Quarterly Report on Form 10-Q ("Form 10-Q"), as well as in our 2017 Annual Report on Form 10-K ("2017 10-K"). The results of operations for the quarter and nine months ended September 30, 2018 are not necessarily indicative of future results.
Our results of operations are affected by various factors, many of which are beyond our control, including interest rates, local and national economic conditions, business spending, consumer confidence, legislative and regulatory changes, certain seasonal factors, and changes in real estate and securities markets. Our management evaluates performance using a variety of qualitative and quantitative metrics. The primary quantitative metrics used by management include:
Net Interest Income – Net interest income, our primary source of revenue, equals the difference between interest income and fees earned on interest-earning assets and interest expense incurred on interest-bearing liabilities.
Net Interest Margin – Net interest margin equals tax-equivalent net interest income divided by total average interest-earning assets.
Noninterest Income – Noninterest income is the income we earn from fee-based revenues, investment in bank-owned life insurance ("BOLI"), other income, and non-operating revenues.
Noninterest Expense – Noninterest expense is the expense we incur to operate the Company, which includes salaries and employee benefits, net occupancy and equipment, professional services, and other costs.
Asset Quality – Asset quality represents an estimation of the quality of our loan portfolio, including an assessment of the credit risk related to existing and potential loss exposure, and can be evaluated using a number of quantitative measures, such as non-performing loans to total loans.
Regulatory Capital – Our regulatory capital is classified in one of the following tiers: (i) Common Equity Tier 1 capital ("CET1"), which consists of common equity and retained earnings, less goodwill and other intangible assets and a portion of disallowed deferred tax assets ("DTAs"), (ii) Tier 1 capital, which consists of CET1 and qualifying trust-preferred securities and the remaining portion of disallowed deferred tax assets, and (iii) Tier 2 capital, which includes qualifying subordinated debt and the allowance for credit losses, subject to limitations.
Some of these metrics may be presented on a non-U.S. generally accepted accounting principles ("non-GAAP") basis. For detail on our non-GAAP metrics, see the discussion in the section titled "Non-GAAP Financial Information and Reconciliations." Unless otherwise stated, all earnings per common share data included in this section and throughout the remainder of this discussion are presented on a fully diluted basis.
CAUTIONARY STATEMENT REGARDING FORWARD-LOOKING STATEMENTS
This Form 10-Q, as well as any oral statements made by or on behalf of First Midwest, may contain certain "forward-looking statements" within the meaning of the Private Securities Litigation Reform Act of 1995. In some cases, forward-looking statements can be identified by the use of words such as "may," "might," "will," "would," "should," "could," "expect," "plan," "intend," "anticipate," "believe," "estimate," "outlook," "predict," "project," "probable," "potential," "possible," "target," "continue," "look forward," or "assume" and words of similar import. Forward-looking statements are not historical facts or guarantees of future performance but instead express only management's beliefs regarding future results or events, many of which, by their nature, are inherently uncertain and outside of management's control. It is possible that actual results and events may differ, possibly materially, from the anticipated results or events indicated in these forward-looking statements. First Midwest cautions you not to place undue reliance on these statements. Forward-looking statements are made only as of the date of this report, and we undertake no obligation to update any forward-looking statements to reflect new information or events or conditions after the date hereof.

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Forward-looking statements may be deemed to include, among other things, statements relating to our future financial performance, including the related outlook for 2018, the performance of our loan or securities portfolio, the expected amount of future credit reserves or charge-offs, corporate strategies or objectives, including the impact of certain actions and initiatives, First Midwest's "Delivering Excellence" initiative, including actions, goals, and expectations, as well as costs and benefits therewith and the timing thereof, anticipated trends in our business, regulatory developments, the impact of federal income tax reform legislation, acquisition transactions, including estimated synergies, cost savings and financial benefits of pending or consummated transactions, and growth strategies, including possible future acquisitions. These statements are subject to certain risks, uncertainties and assumptions. For a discussion of these risks, uncertainties, and assumptions, you should refer to the sections entitled "Risk Factors" and "Management's Discussion and Analysis of Financial Condition and Results of Operations" in this report and in the Company's 2017 10-K, as well as our subsequent filings made with the Securities and Exchange Commission ("SEC"). However, these risks and uncertainties are not exhaustive. Other sections of this report describe additional factors that could adversely impact our business and financial performance.
CRITICAL ACCOUNTING ESTIMATES
Our consolidated financial statements are prepared in accordance with U.S. generally accepted accounting principles ("GAAP") and are consistent with general practices within the banking industry. Application of GAAP requires management to make estimates, assumptions, and judgments based on the best available information as of the date of the financial statements that affect the amounts reported in the consolidated financial statements and accompanying notes. Critical accounting estimates are those estimates that management believes are the most important to our financial position and results of operations. Future changes in information may impact these estimates, assumptions, and judgments, which may have a material effect on the amounts reported in the financial statements.
For additional information regarding critical accounting estimates, see the "Summary of Significant Accounting Policies," presented in Note 1 to the Consolidated Financial Statements and the section titled "Critical Accounting Estimates" in Management's Discussion and Analysis of Financial Condition and Results of Operations included in the Company's 2017 10-K. There have been no material changes in the Company's application of critical accounting estimates related to the allowance for credit losses, valuation of securities, income taxes, and goodwill and other intangible assets since December 31, 2017.
SIGNIFICANT RECENT EVENTS
Delivering Excellence Initiative
During the second and third quarters of 2018, the Company initiated certain actions in connection with its previously announced Delivering Excellence initiative ("Delivering Excellence"). This initiative further demonstrates the Company's ongoing commitment to providing service excellence to its clients, as well as maximizing both the efficiency and scalability of its operating platform. Components of Delivering Excellence include improved delivery of services to clients through streamlined processes, the consolidation or closing of 19 locations, organizational realignments, and several revenue growth opportunities.
The Company expects to incur total pre-tax implementation costs associated with Delivering Excellence of $25 million, the majority of which will be recognized in 2018. The implementation of this initiative in the second and third quarters of 2018 resulted in pre-tax implementation costs of $15 million and $2 million, respectively, associated with property valuation adjustments on locations identified for closure, employee severance, and general restructuring and advisory services.
Acquisition
Northern States Financial Corporation
On October 12, 2018, the Company completed its acquisition of Northern States Financial Corporation ("Northern States"), the holding company for NorStates Bank, based in Waukegan, Illinois. At closing, the Company acquired approximately $550 million in total assets, $465 million in deposits, and $305 million in loans. The merger consideration totaled approximately $83 million and resulted in the Company issuing approximately 3.3 million shares of Company common stock. The Company expects that NorStates Bank will be merged with and into First Midwest Bank, with associated systems conversions completed, in early December 2018.

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PERFORMANCE OVERVIEW
Table 1
Selected Financial Data
(Amounts in thousands, except per share data)
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
2018
 
2017
 
2018
 
2017
Operating Results
 
 
 
 
 
 
 
Interest income
$
149,532

 
$
129,916

 
$
422,965

 
$
380,131

Interest expense
17,505

 
10,023

 
44,972

 
27,458

Net interest income
132,027

 
119,893

 
377,993

 
352,673

Provision for loan losses
11,248

 
10,109

 
38,043

 
23,266

Noninterest income
35,666

 
43,348

 
108,130

 
128,244

Noninterest expense
96,477

 
97,190

 
305,475

 
313,583

Income before income tax expense
59,968

 
55,942

 
142,605


144,068

Income tax expense
6,616

 
17,707

 
26,143

 
48,028

Net income
$
53,352

 
$
38,235

 
$
116,462

 
$
96,040

Weighted-average diluted common shares outstanding
102,178

 
101,772

 
102,092

 
101,327

Diluted earnings per common share
$
0.52

 
$
0.37

 
$
1.13

 
$
0.94

Diluted earnings per common share, adjusted(1)
$
0.46

 
$
0.33

 
$
1.19

 
$
1.01

Performance Ratios
 
 
 
 
 
 
 
Return on average common equity(2)
10.99
%
 
8.10
%
 
8.16
%
 
7.00
%
Return on average common equity, adjusted(1)(2)
9.73
%
 
7.14
%
 
8.53
%
 
7.54
%
Return on average tangible common equity(2)
18.60
%
 
14.02
%
 
14.03
%
 
12.40
%
Return on average tangible common equity, adjusted(1)(2)
16.51
%
 
12.41
%
 
14.64
%
 
13.32
%
Return on average assets(2)
1.42
%
 
1.07
%
 
1.07
%
 
0.92
%
Return on average assets, adjusted(1)(2)
1.26
%
 
0.95
%
 
1.12
%
 
0.99
%
Tax-equivalent net interest margin(1)(2)(3)
3.92
%
 
3.86
%
 
3.88
%
 
3.88
%
Efficiency ratio(1)
56.03
%
 
59.32
%
 
58.81
%
 
59.86
%
Efficiency ratio (prior presentation)(1)(4)
N/A

 
58.97
%
 
N/A

 
59.52
%
(1) 
This item is a non-GAAP financial measure. For a discussion of non-GAAP financial measures, see the section of this Item 2 titled "Non-GAAP Financial Information and Reconciliations."
(2) 
These ratios are presented on an annualized basis.
(3) 
See the section of this Item 2 titled "Earnings Performance" below for additional discussion and calculation of this financial measure.
(4) 
Presented as calculated prior to March 31, 2018, which included a tax-equivalent adjustment for BOLI. Management believes that removing this adjustment from the current calculation of this metric enhances comparability for peer comparison purposes.

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As of
 
September 30, 2018 
 Change From
September 30,
2018
 
December 31,
2017
 
September 30,
2017
 
December 31,
2017
 
September 30,
2017
Balance Sheet Highlights
 
 
 
 
 
 
 
 
 
Total assets
$
14,961,499

 
$
14,077,052

 
$
14,267,142

 
$
884,447

 
$
694,357

Total loans
11,050,548

 
10,437,812

 
10,390,292

 
612,736

 
660,256

Total deposits
11,527,114

 
11,053,325

 
11,208,497

 
473,789

 
318,617

Core deposits
9,466,127

 
9,406,542

 
9,622,397

 
59,585

 
(156,270
)
Loans to deposits
95.9
%
 
94.4
%
 
92.7
%
 
 
 
 
Core deposits to total deposits
82.1
%
 
85.1
%
 
85.8
%
 
 
 
 
Asset Quality Highlights
 
 
 
 
 
 
 
 
 
Non-accrual loans
$
64,766

 
$
66,924

 
$
65,176

 
$
(2,158
)
 
$
(410
)
90 days or more past due loans, still
  accruing interest(1)
2,949

 
3,555

 
2,839

 
(606
)
 
110

Total non-performing loans
67,715

 
70,479

 
68,015

 
(2,764
)
 
(300
)
Accruing troubled debt
restructurings ("TDRs")
1,741

 
1,796

 
1,813

 
(55
)
 
(72
)
Other real estate owned ("OREO")
12,244

 
20,851

 
19,873

 
(8,607
)
 
(7,629
)
Total non-performing assets
$
81,700

 
$
93,126

 
$
89,701

 
$
(11,426
)
 
$
(8,001
)
30-89 days past due loans(1)
$
46,257

 
$
39,725

 
$
28,868

 
$
6,532

 
$
17,389

Non-performing assets to total loans plus
OREO
0.74
%
 
0.89
%
 
0.86
%
 
 
 
 
Allowance for Credit Losses
 
 
 
 
 
 
 
 
 
Allowance for credit losses
$
100,925

 
$
96,729

 
$
95,814

 
$
4,196

 
$
5,111

Allowance for credit losses to
total loans
(2)
0.91
%
 
0.93
%
 
0.92
%
 
 
 
 
Allowance for credit losses to
total loans, excluding acquired loans
(3)
1.01
%
 
1.07
%
 
1.09
%
 
 
 
 
Allowance for credit losses to
non-accrual loans
(2)
155.83
%
 
144.54
%
 
147.01
%
 
 
 
 
(1) 
Purchased credit impaired ("PCI") loans with an accretable yield are considered current and are not included in past due loan totals.
(2) 
This ratio includes acquired loans that are recorded at fair value through an acquisition adjustment, which incorporates credit risk as of the acquisition date with no allowance for credit losses being established at that time. As the acquisition adjustment is accreted into income over future periods, an allowance for credit losses is established as necessary to reflect credit deterioration. A discussion of the allowance for acquired loan losses and the related acquisition adjustment is presented in the section titled "Loan Portfolio and Credit Quality."
(3) 
This item is a non-GAAP financial measure. For a discussion of non-GAAP financial measures, see the section of this Item 2 titled "Non-GAAP Financial Information and Reconciliations."
Net income for the third quarter and first nine months of 2018 was $53.4 million, or $0.52 per share, and $116.5 million, or $1.13 per share, respectively. Reported results for the third quarter and first nine months of 2018 were impacted by certain income tax benefits aligned with federal income tax reform legislation ("tax reform") and implementation costs related to the Company's Delivering Excellence initiative. In addition, reported results for the third quarter and first nine months of 2017 were impacted by the revaluation of DTAs, certain actions related to the securities portfolio, and acquisition and integration related expenses. Excluding these expenses, net income for the third quarter and first nine months of 2018 was $47.3 million, or $0.46 per share, and $121.6 million, or $1.18 per share, respectively, compared to $33.7 million, or $0.33 per share, and $103.4 million, or $1.01 per share, for the same periods in 2017. The increase in net income, adjusted, and earnings per share, adjusted, compared to the third quarter and first nine months of 2017 reflects higher net interest income, controlled noninterest expense, and a lower effective income tax rate, partially offset by higher provision for loan losses and lower noninterest income. A discussion of net interest income, noninterest income, noninterest expense, and income tax expense is presented in the following section titled "Earnings Performance."
Total loans of $11.1 billion grew by $612.7 million, or 7.8% annualized, from December 31, 2017.
Non-performing assets to total loans plus OREO was 0.74% at September 30, 2018, down from 0.89% and 0.86% at December 31, 2017 and September 30, 2017, respectively. See the following "Loan Portfolio and Credit Quality" section for further discussion of our loan portfolio, non-accrual loans, 90 days or more past due loans, TDRs, and OREO.

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EARNINGS PERFORMANCE
Net Interest Income
Net interest income is our primary source of revenue and is impacted by interest rates and the volume and mix of interest-earning assets and interest-bearing liabilities. The accounting policies for the recognition of interest income on loans, securities, and other interest-earning assets are presented in Note 1 to the Consolidated Financial Statements included in our 2017 10-K.
Our accounting and reporting policies conform to GAAP and general practices within the banking industry. For purposes of this discussion, both net interest income and net interest margin have been adjusted to a fully tax-equivalent basis to more appropriately compare the returns on certain tax-exempt loans and securities to those on taxable interest-earning assets. The effect of this adjustment is shown at the bottom of Tables 2 and 3. Although we believe that these non-GAAP financial measures enhance investors' understanding of our business and performance, they should not be considered an alternative to GAAP. For a discussion of non-GAAP financial measures, see the section of this Item 2 titled "Non-GAAP Financial Information and Reconciliations."
Table 2 summarizes our average interest-earning assets and interest-bearing liabilities for the quarters ended September 30, 2018 and 2017, the related interest income and interest expense for each earning asset category and funding source, and the average interest rates earned and paid. Table 2 also details differences in interest income and expense from the prior quarter and the extent to which any changes are attributable to volume and rate fluctuations. Table 3 presents this same information for the nine months ended September 30, 2018 and 2017.


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Table 2
Net Interest Income and Margin Analysis
(Dollar amounts in thousands)
 
Quarters Ended September 30,
 
 
Attribution of Change
in Net Interest Income
 
2018
 
 
2017
 
 
 
Average
Balance
 
Interest
 
Yield/
Rate (%)
 
 
Average
Balance
 
Interest
 
Yield/
Rate (%)
 
 
Volume
 
Yield/
Rate
 
Total
Assets
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Other interest-earning assets
$
162,646

 
$
631

 
1.54
 
 
$
237,727

 
$
793

 
1.32
 
 
$
(335
)
 
$
173

 
$
(162
)
Securities(1)
2,245,784

 
14,533

 
2.59
 
 
1,961,382

 
11,586

 
2.36
 
 
1,867

 
1,080

 
2,947

Federal Home Loan Bank
  ("FHLB") and Federal Reserve
  Bank ("FRB") stock
83,273

 
734

 
3.53
 
 
67,605

 
312

 
1.85
 
 
86

 
336

 
422

Loans(1)(2)
10,980,916

 
134,768

 
4.87
 
 
10,277,420

 
119,267

 
4.60
 
 
8,419

 
7,082

 
15,501

Total interest-earning assets(1)(2)
13,472,619

 
150,666

 
4.44
 
 
12,544,134

 
131,958

 
4.18
 
 
10,037

 
8,671

 
18,708

Cash and due from banks
196,382

 
 
 
 
 
 
194,149

 
 
 
 
 
 
 
 
 
 
 
Allowance for loan losses
(100,717
)
 
 
 
 
 
 
(99,249
)
 
 
 
 
 
 
 
 
 
 
 
Other assets
1,326,386

 
 
 
 
 
 
1,516,732

 
 
 
 
 
 
 
 
 
 
 
Total assets
$
14,894,670

 
 
 
 
 
 
$
14,155,766

 
 
 
 
 
 
 
 
 
 
 
Liabilities and Stockholders' Equity
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Savings deposits
$
2,003,928

 
364

 
0.07
 
 
$
2,040,609

 
391

 
0.08
 
 
(7
)
 
(20
)
 
(27
)
NOW accounts
2,164,018

 
2,151

 
0.39
 
 
2,039,593

 
809

 
0.16
 
 
52

 
1,290

 
1,342

Money market deposits
1,772,821

 
1,522

 
0.34
 
 
1,928,962

 
700

 
0.14
 
 
(52
)
 
874

 
822

Time deposits
1,993,361

 
6,389

 
1.27
 
 
1,559,966

 
2,469

 
0.63
 
 
836

 
3,084

 
3,920

Borrowed funds
980,421

 
3,927

 
1.59
 
 
648,275

 
2,544

 
1.56
 
 
1,329

 
54

 
1,383

Senior and subordinated debt
195,526

 
3,152

 
6.40
 
 
194,961

 
3,110

 
6.33
 
 
23

 
19

 
42

Total interest-bearing
  liabilities
9,110,075

 
17,505

 
0.76
 
 
8,412,366

 
10,023

 
0.47
 
 
2,181

 
5,301

 
7,482

Demand deposits
3,624,520

 
 
 
 
 
 
3,574,012

 
 
 
 
 
 
 
 
 
 
 
Total funding sources
12,734,595

 
 
 
0.55
 
 
11,986,378

 
 
 
0.33
 
 
 
 
 
 
 
Other liabilities
250,745

 
 
 
 
 
 
313,741

 
 
 
 
 
 
 
 
 
 
 
Stockholders' equity  common
1,909,330

 
 
 
 
 
 
1,855,647

 
 
 
 
 
 
 
 
 
 
 
Total liabilities and
  stockholders' equity
$
14,894,670

 
 
 
 
 
 
$
14,155,766

 
 
 
 
 
 
 
 
 
 
 
Tax-equivalent net interest
  income/margin(1)
 
 
133,161

 
3.92
 
 
 
 
121,935

 
3.86
 
 
$
7,856

 
$
3,370

 
$
11,226

Tax-equivalent adjustment
 
 
(1,134
)
 
 
 
 
 
 
(2,042
)
 
 
 
 
 
 
 
 
 
Net interest income (GAAP)
 
 
$
132,027

 
 
 
 
 
 
$
119,893

 
 
 
 
 
 
 
 
 
Impact of acquired loan
  accretion(1)
 
 
$
4,565

 
0.13
 
 
 
 
$
7,581

 
0.24
 
 
 
 
 
 
 
Tax-equivalent net interest income/
  margin, adjusted(1)
 
 
$
128,596

 
3.79
 
 
 
 
$
114,354

 
3.62
 
 
 
 
 
 
 
(1) 
Interest income and yields on tax-exempt securities and loans are presented on a tax-equivalent basis, assuming the applicable federal income tax rate for each period presented. As a result, interest income and yields on tax-exempt securities and loans subsequent to December 31, 2017 are presented using the current federal income tax rate of 21% and the prior period is presented using the federal income tax rate applicable at that time of 35%. The corresponding income tax impact related to tax-exempt items is recorded in income tax expense. These adjustments have no impact on net income. For a discussion of non-GAAP financial measures, see the section of this Item 2 titled "Non-GAAP Financial Information and Reconciliations."
(2) 
Non-accrual loans, which totaled $64.8 million as of September 30, 2018 and $65.2 million as of September 30, 2017, are included in loans for purposes of this analysis. Additional detail regarding non-accrual loans is presented in the following section of this Item 2 titled "Non-performing Assets and Corporate Performing Potential Problem Loans."

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Table 3
Net Interest Income and Margin Analysis
(Dollar amounts in thousands)
 
Nine Months Ended September 30,
 
 
Attribution of Change
in Net Interest Income
 
2018
 
 
2017
 
 
 
Average
Balance
 
Interest
 
Yield/
Rate (%)
 
 
Average
Balance
 
Interest
 
Yield/
Rate (%)
 
 
Volume
 
Yield/
Rate
 
Total
Assets
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Other interest-earning assets
$
141,112

 
$
1,573

 
1.49
 
 
$
238,696

 
$
1,921

 
1.08
 
 
$
(6,071
)
 
$
5,723

 
$
(348
)
Securities(1)
2,158,701

 
39,997

 
2.47
 
 
1,988,408

 
34,602

 
2.32
 
 
3,311

 
2,084

 
5,395

FHLB and FRB stock
80,088

 
2,036

 
3.39
 
 
59,681

 
1,121

 
2.50
 
 
450

 
465

 
915

Loans(1)(2)
10,757,925

 
382,507

 
4.75
 
 
10,088,658

 
348,625

 
4.62
 
 
23,593

 
10,289

 
33,882

Total interest-earning assets(1)(2)
13,137,826

 
426,113

 
4.34
 
 
12,375,443

 
386,269

 
4.17
 
 
21,283

 
18,561

 
39,844

Cash and due from banks
191,788

 
 
 
 
 
 
186,726

 
 
 
 
 
 
 
 
 
 
 
Allowance for loan losses
(99,812
)
 
 
 
 
 
 
(93,526
)
 
 
 
 
 
 
 
 
 
 
 
Other assets
1,335,269

 
 
 
 
 
 
1,463,036

 
 
 
 
 
 
 
 
 
 
 
Total assets
$
14,565,071

 
 
 
 
 
 
$
13,931,679

 
 
 
 
 
 
 
 
 
 
 
Liabilities and Stockholders' Equity
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Savings deposits
$
2,026,515

 
1,106

 
0.07
 
 
$
2,047,568

 
1,185

 
0.08
 
 
(12
)
 
(67
)
 
(79
)
NOW accounts
2,074,701

 
4,671

 
0.30
 
 
1,989,303

 
1,950

 
0.13
 
 
87

 
2,634

 
2,721

Money market deposits
1,781,912

 
3,419

 
0.26
 
 
1,920,919

 
1,967

 
0.14
 
 
(131
)
 
1,583

 
1,452

Time deposits
1,867,673

 
15,441

 
1.11
 
 
1,538,299

 
6,205

 
0.54
 
 
1,565

 
7,671

 
9,236

Borrowed funds
917,987

 
10,919

 
1.59
 
 
644,823

 
6,837

 
1.42
 
 
3,170

 
912

 
4,082

Senior and subordinated debt
195,386

 
9,416

 
6.44
 
 
194,820

 
9,314

 
6.39
 
 
27

 
75

 
102

Total interest-bearing
liabilities
8,864,174

 
44,972

 
0.68
 
 
8,335,732

 
27,458

 
0.44
 
 
4,706

 
12,808

 
17,514

Demand deposits
3,571,577

 
 
 
 
 
 
3,490,045

 
 
 
 
 
 
 
 
 
 
 
Total funding sources
12,435,751

 
 
 
0.48
 
 
11,825,777

 
 
 
0.31
 
 
 
 
 
 
 
Other liabilities
238,030

 
 
 
 
 
 
288,991

 
 
 
 
 
 
 
 
 
 
 
Stockholders' equity  common
1,891,290

 
 
 
 
 
 
1,816,911

 
 
 
 
 
 
 
 
 
 
 
Total liabilities and
stockholders' equity
$
14,565,071

 
 
 
 
 
 
$
13,931,679

 
 
 
 
 
 
 
 
 
 
 
Tax-equivalent net interest
income/margin
(1)
 
 
381,141

 
3.88
 
 
 
 
358,811

 
3.88
 
 
$
16,577

 
$
5,753

 
$
22,330

Tax-equivalent adjustment
 
 
(3,148
)
 
 
 
 
 
 
(6,138
)
 
 
 
 
 
 
 
 
 
Net interest income (GAAP)
 
 
$
377,993

 
 
 
 
 
 
$
352,673

 
 
 
 
 
 
 
 
 
Impact of acquired loan
accretion
(1)
 
 
$
14,122

 
0.14
 
 
 
 
$
27,683

 
0.30
 
 
 
 
 
 
 
Tax-equivalent net interest income/
  margin, adjusted(1)
 
 
$
367,019

 
3.74
 
 
 
 
$
331,128

 
3.58
 
 
 
 
 
 
 
(1) 
Interest income and yields on tax-exempt securities and loans are presented on a tax-equivalent basis, assuming the applicable federal income tax rate for each period presented. As a result, interest income and yields on tax-exempt securities and loans subsequent to December 31, 2017 are presented using the current federal income tax rate of 21% and the prior period is presented using the federal income tax rate applicable at that time of 35%. The corresponding income tax impact related to tax-exempt items is recorded in income tax expense. These adjustments have no impact on net income. For a discussion of non-GAAP financial measures, see the section of this Item 2 titled "Non-GAAP Financial Information and Reconciliations."
(2) 
Non-accrual loans, which totaled $64.8 million as of September 30, 2018 and $65.2 million as of September 30, 2017, are included in loans for purposes of this analysis. Additional detail regarding non-accrual loans is presented in the following section of this Item 2 titled "Non-performing Assets and Corporate Performing Potential Problem Loans."
Net interest income increased by 10.1% and 7.2% compared to the third quarter and first nine months of 2017, respectively. The rise in net interest income compared to both prior periods resulted primarily from the impact of higher interest rates and growth in loans and securities, partially offset by lower acquired loan accretion and higher cost of funds.

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Acquired loan accretion contributed $4.6 million and $14.1 million to net interest income for the third quarter and first nine months of 2018, respectively, lower than $7.6 million and $27.7 million for the same periods in 2017.
Tax-equivalent net interest margin for the third quarter and first nine months of 2018 was 3.92% and 3.88%, respectively, compared to 3.86% and 3.88% for the third quarter and first nine months of 2017. Compared to the same periods in 2017, the benefit of higher interest rates and growth in interest-earning assets more than offset the rise in funding costs and the 11 and 16 basis point decrease in acquired loan accretion. In addition, tax-equivalent net interest margin for the third quarter and first nine months of 2018 was negatively impacted by a 3 basis point reduction in the tax-equivalent adjustment as a result of lower federal income tax rates compared to the same periods in 2017.
Total average interest-earning assets rose by $928.5 million and $762.4 million from the third quarter and first nine months of 2017, respectively. The increase resulted primarily from loan growth and security purchases.
Compared to the third quarter and first nine months of 2017, total average funding sources increased by $748.2 million and $610.0 million, respectively. The increase compared to both prior periods resulted primarily from time deposits and FHLB advances.

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Noninterest Income
A summary of noninterest income for the quarters and nine months ended September 30, 2018 and 2017 is presented in the following table.
Table 4
Noninterest Income Analysis
(Dollar amounts in thousands)
 
 
Quarters Ended 
 September 30,
 
 
 
Nine Months Ended 
 September 30,
 
 
 
 
2018
 
2017
 
% Change
 
2018
 
2017
 
% Change
Service charges on deposit accounts
 
$
12,378

 
$
12,561

 
(1.5
)
 
$
36,088

 
$
36,079

 

Wealth management fees
 
10,622

 
10,169

 
4.5

 
32,561

 
30,354

 
7.3

Card-based fees, net(1)(2):
 
 
 
 
 
 
 
 
 
 
 
 
Card-based fees
 
5,975

 
5,992

 
(0.3
)
 
17,937

 
22,940

 
(21.8
)
Cardholder expenses
 
(1,852
)
 

 

 
(5,487
)
 

 

Card-based fees, net
 
4,123

 
5,992

 
(31.2
)
 
12,450

 
22,940

 
(45.7
)
Capital market products income
 
1,936

 
2,592

 
(25.3
)
 
6,313

 
6,185

 
2.1

Mortgage banking income
 
1,657

 
2,246

 
(26.2
)
 
5,790

 
5,779

 
0.2

Merchant servicing fees, net(1)(3):
 
 
 
 
 


 
 
 
 
 


Merchant servicing fees
 
2,702

 
2,237

 
20.8

 
7,492

 
8,569

 
(12.6
)
Merchant card expenses
 
(2,315
)
 

 

 
(6,392
)
 

 

Merchant servicing fees, net
 
387

 
2,237

 
(82.7
)
 
1,100

 
8,569

 
(87.2
)
Other service charges, commissions, and
  fees
 
2,399

 
2,508

 
(4.3
)
 
7,072

 
7,474

 
(5.4
)
Total fee-based revenues
 
33,502

 
38,305

 
(12.5
)
 
101,374

 
117,380

 
(13.6
)
Other income(4)
 
2,164

 
1,846

 
17.2

 
6,756

 
7,383

 
(8.5
)
Net securities gains
 

 
3,197

 
(100.0
)
 

 
3,481

 
(100.0
)
Total noninterest income
 
$
35,666

 
$
43,348

 
(17.7
)
 
$
108,130

 
$
128,244

 
(15.7
)
Accounting reclassification(1)
 

 
(3,699
)
 
(100.0
)
 

 
(12,362
)
 
(100.0
)
Net securities gains
 

 
(3,197
)
 
(100.0
)
 

 
(3,481
)
 
(100.0
)
Durbin Amendment(5)
 

 

 

 

 
(6,000
)
 
(100.0
)
Total noninterest income, adjusted(6)
 
$
35,666

 
$
36,452

 
(2.2
)
 
$
108,130

 
$
106,401

 
1.6

(1) 
As a result of accounting guidance adopted in the first quarter of 2018 (the "accounting reclassification"), certain noninterest income line items and the related noninterest expense line items that are presented on a gross basis for prior year periods are presented on a net basis in noninterest income for current year periods. For further discussion of this guidance, see Note 2 of "Notes to the Condensed Consolidated Financial Statements" in Part I, Item 1 of this Form 10-Q.
(2) 
Card-based fees, net consists of debit and credit card interchange fees for processing transactions, various fees on both consumer and non-customer automated teller machine ("ATM") and point-of-sale transactions processed through the ATM and point-of-sale networks, as well as the related cardholder expense.
(3) 
Merchant servicing fees, net are included in other service charges, commissions, and fees in the Condensed Consolidated Statements of Income.
(4) 
Other income consists of various items, including BOLI income, safe deposit box rentals, miscellaneous recoveries, and gains on the sales of various assets.
(5) 
Amount represents the impact of the Durbin Amendment, which became effective for the Company in the third quarter of 2017.
(6) 
See the "Non-GAAP Financial Information" section presented later in this release for a discussion of this non-GAAP financial measure.
Total noninterest income of $35.7 million and $108.1 million for the third quarter and first nine months of 2018, respectively, was down by 17.7% and 15.7%, respectively, compared to the same periods in 2017. In the first quarter of 2018, the Company adopted accounting guidance which impacted how cardholder and merchant card expenses are presented within noninterest income on a prospective basis. As a result, these expenses are presented on a net basis against the related noninterest income for the third quarter and first nine months of 2018 versus a gross basis within noninterest expense for the same periods in 2017. In addition, the Durbin Amendment became effective for the Company in the third quarter of 2017. Excluding these items and net securities gains, noninterest income was down 2.2% from the third quarter of 2017 and up 1.6% from the first nine months of 2017.

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The increase in wealth management fees compared to both prior periods was driven primarily by continued sales of fiduciary and investment advisory services. Net card-based fees, excluding the accounting reclassification and the Durbin Amendment, were up by 2.3% and 8.0% compared to the third quarter and first nine months of 2017, respectively, due to higher transaction volumes.
Mortgage banking income for the third quarter and first nine months of 2018 resulted from sales of $61.3 million and $189.4 million, respectively, of 1-4 family mortgage loans in the secondary market, compared to $72.1 million and $186.2 million in the same periods of 2017. Compared to both prior periods, mortgage banking income was positively impacted by fair value adjustments on mortgage servicing rights, which fluctuate from quarter to quarter.
Capital market products income for the third quarter of 2018, which fluctuates from quarter to quarter based on the size and frequency of sales to corporate clients, decreased compared to the same period in the prior year.
The decrease in merchant servicing fees from the first nine months of 2017 reflected lower customer volumes, substantially offset by the decrease in merchant card expense. Other income for the first nine months of 2017 was elevated due to net gains from the disposition of branch properties and other miscellaneous items.
Net securities gains of $3.2 million were recognized during the third quarter of 2017 as a result of the opportunistic repositioning of the securities portfolio.

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Noninterest Expense
A summary of noninterest expense for the quarters and nine months ended September 30, 2018 and 2017 is presented in the following table.
Table 5
Noninterest Expense Analysis
(Dollar amounts in thousands)
 
 
Quarters Ended 
 September 30,
 
 
 
Nine Months Ended 
 September 30,
 
 
 
 
2018
 
2017
 
% Change
 
2018
 
2017
 
% Change
Salaries and employee benefits:
 
 
 
 
 
 
 
 
 
 
 
 
Salaries and wages
 
$
44,067

 
$
45,219

 
(2.5
)
 
$
136,153

 
$
134,303

 
1.4

Retirement and other employee benefits
 
10,093

 
10,419

 
(3.1
)
 
32,726

 
31,682

 
3.3

Total salaries and employee benefits
 
54,160

 
55,638

 
(2.7
)
 
168,879

 
165,985

 
1.7

Net occupancy and equipment expense
 
13,183

 
12,115

 
8.8

 
40,607

 
36,925

 
10.0

Professional services
 
7,944

 
8,498

 
(6.5
)
 
23,822

 
26,073

 
(8.6
)
Technology and related costs
 
4,763

 
4,505

 
5.7

 
14,371

 
13,423

 
7.1

Advertising and promotions
 
3,526

 
1,852

 
90.4

 
7,237

 
4,611

 
57.0

Net OREO expense
 
(413
)
 
657

 
(162.9
)
 
399

 
3,988

 
(90.0
)
Other expenses
 
11,015

 
9,842

 
11.9

 
32,846

 
30,093

 
9.1

Delivering Excellence implementation
  costs
 
2,239

 

 

 
17,254

 

 

Acquisition and integration related
  expenses
 
60

 
384

 
(84.4
)
 
60

 
20,123

 
(99.7
)
Cardholder expenses(1)
 

 
1,962

 
(100.0
)
 

 
5,408

 
(100.0
)
Merchant card expenses(1)
 

 
1,737

 
(100.0
)
 

 
6,954

 
(100.0
)
Total noninterest expense(1)
 
$
96,477

 
$
97,190

 
(0.7
)
 
$
305,475

 
$
313,583

 
(2.6
)
Delivering Excellence implementation
  costs
 
(2,239
)
 

 

 
(17,254
)
 

 

Acquisition and integration related
  expenses
 
(60
)
 
(384
)
 
(84.4
)
 
(60
)
 
(20,123
)
 
(99.7
)
Accounting reclassification(1)
 

 
(3,699
)
 
(100.0
)
 

 
(12,362
)
 
(100.0
)
Total noninterest expense, adjusted(2)
 
$
94,178

 
$
93,107

 
1.2

 
$
288,161

 
$
281,098

 
2.5

(1) 
As a result of the accounting reclassification, certain noninterest income line items and the related noninterest expense line items that are presented on a gross basis for prior year periods are presented on a net basis in noninterest income for current year periods. For further discussion of this guidance, see Note 2 of "Notes to the Condensed Consolidated Financial Statements" in Part I, Item 1 of this Form 10-Q.
(2) 
See the "Non-GAAP Financial Information" section presented later in this release for a discussion of this non-GAAP financial measure.
Total noninterest expense was consistent with the third quarter of 2017 and decreased by 2.6% compared to the first nine months of 2017. During the third quarter and first nine months of 2018, noninterest expense was impacted by costs related to the implementation of the Delivering Excellence initiative, which include property valuation adjustments on locations identified for closure, employee severance, and general restructuring and advisory services. In the first quarter of 2018, the Company adopted accounting guidance which impacted how cardholder and merchant card expenses are presented within noninterest income on a prospective basis. As a result, these expenses are presented on a net basis against the related noninterest income for the third quarter and first nine months of 2018 versus a gross basis within noninterest expense for the prior periods. Expenses for all periods presented were impacted by acquisition and integration related expenses associated with pending and completed transactions. Excluding these items, noninterest expense for the third quarter and first nine months of 2018 was up by 1.2% and 2.5% from the same periods in 2017.
Compared to the third quarter of 2017, the decrease in salaries and employee benefits was driven primarily by the ongoing benefits of the Delivering Excellence initiative. The rise in salaries and employee benefits compared to the first nine months of 2017 was driven primarily by merit increases, the distribution of higher pension plan lump-sum payments to retired employees, and organizational growth, partially offset by the ongoing benefits of the Delivering Excellence initiative.
Net occupancy and equipment expense increased compared to both prior periods as a result of the Company's corporate headquarters relocation during the second quarter of 2018. In addition, net occupancy and equipment expenses increased compared to the first

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nine months of 2017 as a result of higher costs related to winter weather conditions. Professional services expenses decreased compared to the third quarter and first nine months of 2017 as the prior year was impacted by certain costs associated with organizational growth and higher loan remediation expenses. Compared to both prior periods, the rise in advertising and promotions expense resulted from the launch of a new marketing campaign and a contribution to the First Midwest Charitable Foundation. The decrease in net OREO expense compared to both prior periods resulted primarily from higher levels of gains on sales of properties and a reduction in operating expenses. In addition, net OREO expense for the first nine months of 2018 was impacted by lower valuation adjustments compared to the same period in 2017. Other expenses increased compared to both prior periods as a result of property valuation adjustments related to the Company's corporate headquarters relocation and higher other miscellaneous expenses associated with organizational growth.
Income Taxes
Our provision for income taxes includes both federal and state income tax expense. An analysis of the provision for income taxes for the quarters and nine months ended September 30, 2018 and 2017 is detailed in the following table.
Table 6
Income Tax Expense Analysis
(Dollar amounts in thousands)
 
 
Quarters Ended 
 September 30,
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
2018
 
2017
Income before income tax expense
 
$
59,968

 
$
55,942

 
$
142,605

 
$
144,068

Income tax expense:
 
 
 
 
 
 
 
 
Federal income tax expense
 
$
2,634

 
$
16,355

 
$
17,403

 
$
41,408

State income tax expense
 
3,982

 
1,352

 
8,740

 
6,620

Total income tax expense
 
$
6,616

 
$
17,707

 
$
26,143

 
$
48,028

Effective income tax rate
 
11.0
%
 
31.7
%
 
18.3
%
 
33.3
%
Federal income tax expense and the related effective income tax rate are influenced by the amount of tax-exempt income derived from investment securities and BOLI in relation to pre-tax income and state income taxes. State income tax expense and the related effective tax rate are driven by the amount of state tax-exempt income in relation to pre-tax income and state tax rules related to consolidated/combined reporting and sourcing of income and expense.
The decrease in the effective tax rate and total income tax expense for the quarter and nine months ended September 30, 2018 compared to the same periods in 2017 was impacted by $7.8 million of certain income tax benefits aligned with tax reform.The Company's effective tax rate for the quarter and nine months ended September 30, 2017 was impacted by a $2.8 million income tax benefit due to changes in Illinois tax rates. Excluding these items, the Company's effective tax rate for the quarter and nine months ended September 30, 2018 was 24.0% and 23.8%, respectively, compared to 36.7% and 35.3% for the same periods in 2107. In addition, the federal income tax rate decreased from 35% to 21%, which became effective in the first quarter of 2018 as a result of tax reform.
Our accounting policies regarding the recognition of income taxes in the Consolidated Statements of Financial Condition and Income are described in Notes 1 and 15 to the Consolidated Financial Statements of our 2017 10-K.

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FINANCIAL CONDITION
Investment Portfolio Management
Securities that we have the intent and ability to hold until maturity are classified as securities held-to-maturity and are accounted for using historical cost, adjusted for amortization of premiums and accretion of discounts. Equity securities are carried at fair value and consist primarily of community development investments and certain diversified investment securities held in a grantor trust for participants in the Company's nonqualified deferred compensation plan that are invested in money market and mutual funds. All other securities are classified as securities available-for-sale and are carried at fair value with unrealized gains and losses, net of related deferred income taxes, recorded in stockholders' equity as a separate component of accumulated other comprehensive loss.
We manage our investment portfolio to maximize the return on invested funds within acceptable risk guidelines, to meet pledging and liquidity requirements, and to adjust balance sheet interest rate sensitivity to mitigate the impact of changes in interest rates on net interest income.
From time to time, we adjust the size and composition of our securities portfolio based on a number of factors, including expected loan growth, anticipated changes in collateralized public funds on account, the interest rate environment, and the related value of various segments of the securities markets. The following table provides a valuation summary of our investment portfolio.
Table 7
Investment Portfolio
(Dollar amounts in thousands)
 
 
As of September 30, 2018
 
As of December 31, 2017
 
 
Amortized
Cost
 
Net
Unrealized
Gains
(Losses)
 
Fair Value
 
% of Total
 
Amortized
Cost
 
Net
Unrealized
Gains
(Losses)
 
Fair Value
 
% of Total
Securities Available-for-Sale
 
 
 
 
 
 
 
 
 
 
 
 
 
 
U.S. treasury securities
 
$
49,434

 
$
(325
)
 
$
49,109

 
2.3
 
$
46,529

 
$
(184
)
 
$
46,345

 
2.5
U.S. agency securities
 
143,765

 
(2,511
)
 
141,254

 
6.5
 
157,636

 
(789
)
 
156,847

 
8.3
Collateralized mortgage
  obligations ("CMOs")
 
1,304,611

 
(46,684
)
 
1,257,927

 
57.7
 
1,113,019

 
(17,833
)
 
1,095,186

 
58.1
Other mortgage-backed
  securities ("MBSs")
 
462,046

 
(16,381
)
 
445,665

 
20.4
 
373,676

 
(4,133
)
 
369,543

 
19.6
Municipal securities
 
228,048

 
(5,013
)
 
223,035

 
10.2
 
209,558

 
(567
)
 
208,991

 
11.1
Corporate debt securities
 
62,888

 
(468
)
 
62,420

 
2.9
 

 

 

 
Equity securities(1)
 

 

 

 
 
7,408

 
(111
)
 
7,297

 
0.4
Total securities
  available-for-sale
 
$
2,250,792

 
$
(71,382
)
 
$
2,179,410

 
100.0
 
$
1,907,826

 
$
(23,617
)
 
$
1,884,209

 
100.0
Securities Held-to-Maturity
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Municipal securities
 
$
12,673

 
$
(2,158
)
 
$
10,515

 

 
$
13,760

 
$
(1,747
)
 
$
12,013

 
 
Equity Securities(1)
 
 
 
 
 
$
29,046

 
 
 
 
 
 
 
$

 
 
Trading Securities(1)
 
 
 
 
 
$

 
 
 
 
 
 
 
$
20,447

 
 
(1) 
As a result of accounting guidance adopted in the first quarter of 2018, equity securities are no longer presented within trading securities or securities available-for-sale and are now presented within equity securities in the Consolidated Statements of Financial Condition for the current period. For further discussion of this guidance, see Note 2 of "Notes to the Condensed Consolidated Financial Statements" in Part I, Item 1 of this Form 10-Q.
Portfolio Composition
As of September 30, 2018, our securities available-for-sale portfolio totaled $2.2 billion, increasing by $295.2 million, or 15.7%, from December 31, 2017. The increase from December 31, 2017 was driven primarily by purchases of CMOs, MBSs, and corporate debt securities in light of current market conditions.
Investments in municipal securities consist of general obligations of local municipalities in various states. Our municipal securities portfolio has historically experienced very low default rates and provides a predictable cash flow.

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Table 8
Securities Effective Duration Analysis
 
As of September 30, 2018
 
As of December 31, 2017
 
Effective
 
Average
 
Yield to
 
Effective
 
Average
 
Yield to
 
Duration(1)
 
Life(2)
 
Maturity(3)
 
Duration(1)
 
Life(2)
 
Maturity(3)
Securities Available-for-Sale
 
 
 
 
 
 
 
 
 
 
 
U.S. treasury securities
0.96
%
 
0.99

 
1.91
%
 
1.01
%
 
1.03

 
1.30
%
U.S. agency securities
1.86
%
 
3.42

 
2.20
%
 
1.80
%
 
3.22

 
1.74
%
CMOs
4.04
%
 
4.89

 
2.65
%
 
3.36
%
 
4.51

 
2.35
%
MBSs
4.52
%
 
5.84

 
2.69
%
 
3.77
%
 
5.29

 
2.30
%
Municipal securities
4.89
%
 
5.22

 
2.64
%
 
4.47
%
 
4.87

 
3.04
%
Corporate debt securities
0.07
%
 
7.14

 
3.34
%
 
N/A

 
N/A

 
N/A

Total securities available-for-sale
3.91
%
 
5.00

 
2.63
%
 
3.38
%
 
4.51

 
2.34
%
Securities Held-to-Maturity
 
 
 
 
 
 
 
 
 
 
 
Municipal securities
5.02
%
 
6.95

 
3.61
%
 
5.33
%
 
7.15

 
4.55
%
N/A – Not applicable.
(1) 
The effective duration represents the estimated percentage change in the fair value of the securities portfolio given a 100 basis point increase or decrease in interest rates. This measure is used to evaluate the portfolio's price volatility at a single point in time and is not intended to be a precise predictor of future fair values since those values will be influenced by a number of factors.
(2) 
Average life is presented in years and represents the weighted-average time to receive half of all future cash flows using the dollar amount of principal paydowns, including estimated principal prepayments, as the weighting factor.
(3) 
Yields on municipal securities are reflected on a tax-equivalent basis, assuming the applicable federal income tax rate for each period presented.
Effective Duration
The average life and effective duration of our securities available-for-sale portfolio was 5.00 years and 3.91%, respectively, as of September 30, 2018, up from 4.51 years and 3.38% as of December 31, 2017. The increase resulted primarily from purchases of CMOs, MBSs, and corporate debt securities, as well as higher rates.
Realized Gains and Losses
There were no net securities gains or impairment charges recognized during the third quarter and first nine months of 2018. For both the third quarter and first nine months of 2017, there were $3.2 million and $3.5 million of net securities gains recognized on securities with carrying values of $193.1 million and $223.8 million, respectively. In addition, during the first quarter of 2017, $210.2 million of securities acquired in the Standard Bancshares, Inc. transaction were sold shortly after the acquisition date and resulted in no gains or losses as they were recorded at fair value upon acquisition.
Unrealized Gains and Losses
Unrealized gains and losses on securities available-for-sale represent the difference between the aggregate cost and fair value of the portfolio. These amounts are presented in the Consolidated Statements of Comprehensive Income and reported as a separate component of stockholders' equity in accumulated other comprehensive loss, net of deferred income taxes. This balance sheet component will fluctuate as current market interest rates and conditions change and affect the aggregate fair value of the portfolio. Higher market rates drove the rise in net unrealized losses to $71.4 million as of September 30, 2018 from $23.6 million as of December 31, 2017.
Net unrealized losses in the CMO and MBS portfolio totaled $46.7 million and $16.4 million, respectively, as of September 30, 2018, compared to $17.8 million and $4.1 million for the same portfolios as of December 31, 2017. CMOs and MBSs are either backed by U.S. government-owned agencies or issued by U.S. government-sponsored enterprises. We do not believe any individual unrealized loss on these securities as of September 30, 2018 represents other-than-temporary securities impairment ("OTTI") related to credit deterioration. In addition, we do not intend to sell the CMOs or MBSs with unrealized losses and we do not believe it is more likely than not that we will be required to sell them before recovery of their amortized cost basis, which may be at maturity.

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LOAN PORTFOLIO AND CREDIT QUALITY
Portfolio Composition
Our loan portfolio is comprised of both corporate and consumer loans, with corporate loans representing 80.4% of total loans as of September 30, 2018. Consistent with our emphasis on relationship banking, the majority of our corporate loans are made to our core, multi-relationship customers. The customers usually maintain deposit relationships and utilize our other banking services, such as treasury or wealth management services.
To maximize loan income within an acceptable level of risk, we have certain lending policies and procedures that management reviews on a regular basis. In addition, management receives periodic reporting related to loan production, loan quality, credit concentrations, loan delinquencies, and non-performing and corporate performing potential problem loans to monitor and mitigate potential and current risks in the portfolio.
Table 9
Loan Portfolio
(Dollar amounts in thousands)
 
 
As of  
 September 30, 2018
 
% of
Total Loans
 
As of
December 31, 2017
 
% of
Total Loans
 
% Change
Commercial and industrial
 
$
3,994,142

 
36.1
 
$
3,529,914

 
33.8
 
13.2

Agricultural
 
432,220

 
3.9
 
430,886

 
4.1
 
0.3

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
Office, retail, and industrial
 
1,782,757

 
16.1
 
1,979,820

 
19.0
 
(10.0
)
Multi-family
 
698,611

 
6.3
 
675,463

 
6.5
 
3.4

Construction
 
632,779

 
5.8
 
539,820

 
5.2
 
17.2

Other commercial real estate
 
1,348,831

 
12.2
 
1,358,515

 
13.0
 
(0.7
)
Total commercial real estate
 
4,462,978

 
40.4
 
4,553,618

 
43.7
 
(2.0
)
Total corporate loans
 
8,889,340

 
80.4
 
8,514,418

 
81.6
 
4.4

Home equity
 
853,887

 
7.8
 
827,055

 
7.9
 
3.2

1-4 family mortgages
 
888,797

 
8.0
 
774,357

 
7.4
 
14.8

Installment
 
418,524

 
3.8
 
321,982

 
3.1
 
30.0

Total consumer loans
 
2,161,208

 
19.6
 
1,923,394

 
18.4
 
12.4

Total loans
 
$
11,050,548

 
100.0
 
$
10,437,812

 
100.0
 
5.9

Total loans of $11.1 billion increased by 7.8%, annualized, from December 31, 2017. Growth in commercial and industrial loans, primarily within our sector-based lending and middle market business units, multi-family, and construction loans drove the rise in total corporate loans. The rise in construction loans was due largely to line draws on existing credits. The overall decline in office, retail, and industrial and other commercial real estate loans resulted primarily from the decision of certain customers to opportunistically sell their commercial businesses and investment real estate properties, as well as expected payoffs. Growth in consumer loans compared to December 31, 2017 benefited from the impact of purchases of shorter-duration home equity loans, 1-4 family mortgages, and installment loans, as well as organic production.
Commercial, Industrial, and Agricultural Loans
Commercial, industrial, and agricultural loans represent 40.0% of total loans, and totaled $4.4 billion at September 30, 2018, an increase of $465.6 million, or 11.8%, from December 31, 2017. Our commercial and industrial loans are a diverse group of loans generally located in the Chicago metropolitan area with purposes that include supporting seasonal working capital needs, accounts receivable financing, inventory and equipment financing, and select sector-based lending, such as healthcare, asset-based lending, structured finance, and syndications. Our commercial and industrial portfolio does not have significant direct exposure to the oil and gas industry. Most commercial and industrial loans are secured by the assets being financed or other business assets, such as accounts receivable or inventory. The underlying collateral securing commercial and industrial loans may fluctuate in value due to the success of the business or economic conditions. For loans secured by accounts receivable, the availability of funds for repayment and economic conditions may impact the cash flow of the borrower. Accordingly, the underwriting for these loans is based primarily on the identified cash flows of the borrower and secondarily on the underlying collateral provided by the borrower and may incorporate a personal guarantee.

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Agricultural loans are generally provided to meet seasonal production, equipment, and farm real estate borrowing needs of individual and corporate crop and livestock producers. Seasonal crop production loans are repaid by the liquidation of the financed crop that is typically covered by crop insurance. Equipment and real estate term loans are repaid through cash flows of the farming operation. Risks uniquely inherent in agricultural loans relate to weather conditions, agricultural product pricing, and loss of crops or livestock due to disease or other factors. Therefore, as part of the underwriting process, the Company examines projected future cash flows, financial statement stability, and the value of the underlying collateral.
Commercial Real Estate Loans
Commercial real estate loans are subject to underwriting standards and processes similar to commercial and industrial loans. The repayment of commercial real estate loans depends on the successful operation of the property securing the loan or the business conducted on the property securing the loan. This category of loans may be more adversely affected by conditions in the real estate market. In addition, many commercial real estate loans do not fully amortize over the term of the loan, but have balloon payments due at maturity. The borrower's ability to make a balloon payment may depend on the availability of long-term financing or their ability to complete a timely sale of the underlying property. Management monitors and evaluates commercial real estate loans based on cash flow, collateral, geography, and risk rating criteria.
Construction loans are generally made based on estimates of costs and values associated with the completed projects and are underwritten utilizing feasibility studies, independent appraisal reviews, sensitivity analyses of absorption and lease rates, and financial analyses of the developers and property owners. Sources of repayment may be permanent long-term financing, sales of developed property, or an interim loan commitment until permanent financing is obtained. Generally, construction loans have a higher risk profile than other real estate loans since repayment is impacted by real estate values, interest rate changes, governmental regulation of real property, demand and supply of alternative real estate, the availability of long-term financing, and changes in general economic conditions.
The following table presents commercial real estate loan detail as of September 30, 2018 and December 31, 2017.
Table 10
Commercial Real Estate Loans
(Dollar amounts in thousands)
 
 
As of  
 September 30, 2018
 
% of
Total
 
As of
December 31, 2017
 
% of
Total
Office, retail, and industrial:
 
 
 
 
 
 
 
 
Office
 
$
725,851

 
16.3
 
$
844,413

 
18.5
Retail
 
457,113

 
10.2
 
471,781

 
10.4
Industrial
 
599,793

 
13.4
 
663,626

 
14.6
Total office, retail, and industrial
 
1,782,757

 
39.9
 
1,979,820

 
43.5
Multi-family
 
698,611

 
15.7
 
675,463

 
14.8
Construction
 
632,779

 
14.2
 
539,820

 
11.8
Other commercial real estate:
 
 
 
 
 
 
 
 
Multi-use properties
 
321,606

 
7.2
 
330,926

 
7.3
Rental properties
 
224,572

 
5.0
 
197,579

 
4.3
Warehouses and storage
 
166,968

 
3.8
 
172,505

 
3.8
Hotels
 
127,492

 
2.9
 
97,016

 
2.1
Restaurants
 
108,710

 
2.4
 
112,547

 
2.5
Service stations and truck stops
 
101,980

 
2.3
 
107,834

 
2.4
Recreational
 
72,711

 
1.6
 
87,986

 
1.9
Automobile dealers
 
41,779

 
0.9
 
39,020

 
0.9
Other
 
183,013

 
4.1
 
213,102

 
4.7
Total other commercial real estate
 
1,348,831

 
30.2
 
1,358,515

 
29.9
Total commercial real estate
 
$
4,462,978

 
100.0
 
$
4,553,618

 
100.0
Commercial real estate loans represent 40.4% of total loans, and totaled $4.5 billion at September 30, 2018, decreasing by $90.6 million, or 2.0%, from December 31, 2017.

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The mix of properties securing the loans in our commercial real estate portfolio is balanced between owner-occupied and investor categories and is diverse in terms of type and geographic location, generally within the Company's markets. Approximately 44% of the commercial real estate portfolio, excluding multi-family and construction loans, is owner-occupied as of September 30, 2018. Using outstanding loan balances, non-owner-occupied commercial real estate loans to total capital was 204% and construction loans to total capital was 34% as of September 30, 2018. Non-owner-occupied (investor) commercial real estate is calculated in accordance with federal banking agency guidelines and includes construction, multi-family, non-farm non-residential property, and commercial real estate loans that are not secured by real estate collateral.
Consumer Loans
Consumer loans represent 19.6% of total loans, and totaled $2.2 billion at September 30, 2018, an increase of $237.8 million, or 12.4%, from December 31, 2017. Consumer loans are centrally underwritten using a credit scoring model developed by the Fair Isaac Corporation ("FICO"), which employs a risk-based system to determine the probability a borrower may default. Underwriting standards for home equity loans are heavily influenced by statutory requirements, which include loan-to-value and affordability ratios, risk-based pricing strategies, and documentation requirements. The home equity category consists mainly of revolving lines of credit secured by junior liens on owner-occupied real estate. Loan-to-value ratios on home equity loans and 1-4 family mortgages are based on the current appraised value of the collateral. Repayment for these loans is dependent on the borrower's continued financial stability, and is more likely to be impacted by adverse personal circumstances.

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Non-performing Assets and Corporate Performing Potential Problem Loans
The following table presents our loan portfolio by performing and non-performing status. A discussion of our accounting policies for non-accrual loans, TDRs, and loans 90 days or more past due can be found in Note 1 of "Notes to the Condensed Consolidated Financial Statements" in Part 1, Item 1 of this Form 10-Q.
Table 11
Loan Portfolio by Performing/Non-Performing Status
(Dollar amounts in thousands)
 
Accruing
 
 
 
 
 
PCI(1)
 
Current
 
30-89 Days
Past Due
 
90 Days
Past Due
 
Non-accrual(2)
 
Total
Loans
As of September 30, 2018
 
 
 
 
 
 
 
 
 
 
 
Commercial and industrial
$
1,214

 
$
3,939,148

 
$
14,703

 
$
1,096

 
$
37,981

 
$
3,994,142

Agricultural
2,772

 
424,925

 
2,103

 
316

 
2,104

 
432,220

Commercial real estate:
 
 

 
 
 
 
 
 
 
 
Office, retail, and industrial
11,534

 
1,754,408

 
9,640

 
490

 
6,685

 
1,782,757

Multi-family
10,763

 
680,935

 
3,729

 

 
3,184

 
698,611

Construction
3,288

 
625,688

 
3,595

 

 
208

 
632,779

Other commercial real estate
55,589

 
1,282,745

 
5,631

 
288

 
4,578

 
1,348,831

Total commercial real estate
81,174

 
4,343,776

 
22,595

 
778

 
14,655

 
4,462,978

Total corporate loans
85,160

 
8,707,849

 
39,401

 
2,190

 
54,740

 
8,889,340

Home equity
1,690

 
844,286

 
2,163

 
9

 
5,739

 
853,887

1-4 family mortgages
16,445

 
867,068

 
956

 
41

 
4,287

 
888,797

Installment
961

 
413,117

 
3,737

 
709

 

 
418,524

Total consumer loans
19,096

 
2,124,471

 
6,856

 
759

 
10,026

 
2,161,208

Total loans
$
104,256

 
$
10,832,320

 
$
46,257

 
$
2,949

 
$
64,766

 
$
11,050,548

As of December 31, 2017
 
 
 
 
 
 
 
 
 
 
 
Commercial and industrial
$
5,450

 
$
3,458,049

 
$
24,005

 
$
1,830

 
$
40,580

 
$
3,529,914

Agricultural
7,203

 
423,007

 
280

 
177

 
219

 
430,886

Commercial real estate:
 
 

 
 
 
 
 
 
 
 
Office, retail, and industrial
14,575

 
1,950,564

 
2,776

 
345

 
11,560

 
1,979,820

Multi-family
14,071

 
657,878

 
3,117

 
20

 
377

 
675,463

Construction
8,778

 
530,264

 
198

 
371

 
209

 
539,820

Other commercial real estate
64,675

 
1,287,522

 
2,380

 
317

 
3,621

 
1,358,515

Total commercial real estate
102,099

 
4,426,228

 
8,471

 
1,053

 
15,767

 
4,553,618

Total corporate loans
114,752

 
8,307,284

 
32,756

 
3,060

 
56,566

 
8,514,418

Home equity
2,745

 
815,014

 
3,252

 
98

 
5,946

 
827,055

1-4 family mortgages
18,080

 
750,555

 
1,310

 

 
4,412

 
774,357

Installment
1,113

 
318,065

 
2,407

 
397

 

 
321,982

Total consumer loans
21,938

 
1,883,634

 
6,969

 
495

 
10,358

 
1,923,394

Total loans
$
136,690

 
$
10,190,918

 
$
39,725

 
$
3,555

 
$
66,924

 
$
10,437,812

(1) 
PCI loans with an accretable yield are considered current.
(2) 
Includes PCI loans of $688,000 and $763,000 as of September 30, 2018 and December 31, 2017, respectively, which no longer have an accretable yield as estimates of expected future cash flows have decreased since the acquisition date due to credit deterioration.

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The following table provides a comparison of our non-performing assets and past due loans to prior periods.
Table 12
Non-Performing Assets and Past Due Loans
(Dollar amounts in thousands)
 
As of
 
September 30,
2018
 
June 30,
2018
 
March 31,
2018
 
December 31,
2017
 
September 30,
2017
Non-accrual loans
$
64,766

 
$
53,475

 
$
75,015

 
$
66,924

 
$
65,176

90 days or more past due loans, still
accruing interest
(1)
2,949

 
7,954

 
4,633

 
3,555

 
2,839

Total non-performing loans
67,715

 
61,429

 
79,648

 
70,479

 
68,015

Accruing TDRs
1,741

 
1,760

 
1,778

 
1,796

 
1,813

OREO
12,244

 
12,892

 
17,472

 
20,851

 
19,873

Total non-performing assets
$
81,700

 
$
76,081

 
$
98,898

 
$
93,126

 
$
89,701

30-89 days past due loans(1)
$
46,257

 
$
39,171

 
$
42,573

 
$
39,725

 
$
28,868

Non-accrual loans to total loans
0.59
%
 
0.49
%
 
0.70
%
 
0.64
%
 
0.63
%
Non-performing loans to total loans
0.61
%
 
0.56
%
 
0.75
%
 
0.68
%
 
0.65
%
Non-performing assets to total loans plus
  OREO
0.74
%
 
0.70
%
 
0.92
%
 
0.89
%
 
0.86
%
(1) 
PCI loans with an accretable yield are considered current and are not included in past due loan totals.
Total non-performing assets represented 0.74% of total loans and OREO at September 30, 2018, down from 0.89% and 0.86% at December 31, 2017 and September 30, 2017, respectively. This decrease was due primarily to sales of OREO properties compared to December 31 and September 30, 2017.

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TDRs
Loan modifications may be performed at the request of an individual borrower and may include reductions in interest rates, changes in payments, and extensions of maturity dates. We occasionally restructure loans at other than market rates or terms to enable the borrower to work through financial difficulties for a period of time, and these restructured loans remain classified as TDRs for the remaining term of these loans.
Table 13
TDRs by Type
(Dollar amounts in thousands)
 
As of
 
September 30, 2018
 
December 31, 2017
 
September 30, 2017
 
Number
of Loans
 
Amount
 
Number
of Loans
 
Amount
 
Number
of Loans
 
Amount
Commercial and industrial
5

 
$
5,853

 
11

 
$
19,223

 
14

 
$
23,049

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
 
Office, retail, and industrial

 

 
4

 
4,236

 
4

 
4,512

Multi-family
2

 
563

 
3

 
723

 
3

 
730

Other commercial real estate
1

 
184

 
1

 
192

 
1

 
194

Total commercial real estate
3

 
747

 
8

 
5,151

 
8

 
5,436

Total corporate loans
8

 
6,600

 
19

 
24,374

 
22

 
28,485

Home equity
11

 
435

 
15

 
824

 
15

 
843

1-4 family mortgages
11

 
1,071

 
11

 
1,131

 
11

 
1,147

Total consumer loans
22

 
1,506

 
26

 
1,955

 
26

 
1,990

Total TDRs
30

 
$
8,106

 
45

 
$
26,329

 
48

 
$
30,475

Accruing TDRs
13

 
$
1,741

 
14

 
$
1,796

 
14

 
$
1,813

Non-accrual TDRs
17

 
6,365

 
31

 
24,533

 
34

 
28,662

Total TDRs
30

 
$
8,106

 
45


$
26,329

 
48

 
$
30,475

Year-to-date charge-offs on TDRs
 
 
$
3,925

 
 
 
$
6,345

 
 
 
$
2,246

Specific reserves related to TDRs
 
 

 
 
 
1,977

 
 
 
1,264

As of September 30, 2018, TDRs totaled $8.1 million, decreasing by $18.2 million from December 31, 2017. The decrease from December 31, 2017 was driven primarily by paydowns and the final resolution of one non-accrual corporate relationship during the first nine months of 2018.

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Corporate Performing Potential Problem Loans
Corporate performing potential problem loans consist of special mention loans and substandard loans, excluding accruing TDRs. These loans are performing in accordance with their contractual terms, but we have concerns about the ability of the borrower to continue to comply with loan terms due to the borrower's operating or financial difficulties.
Table 14
Corporate Performing Potential Problem Loans
(Dollar amounts in thousands)
 
As of September 30, 2018
 
As of December 31, 2017
 
Special
Mention(1)
 
Substandard(2)
 
Total(3)
 
Special
Mention(1)
 
Substandard(2)
 
Total(3)
Commercial and industrial
$
134,184

 
$
24,121

 
$
158,305

 
$
70,863

 
$
30,074

 
$
100,937

Agricultural
7,591

 
10,966

 
18,557

 
10,989

 
5,732

 
16,721

Commercial real estate
102,433

 
60,987

 
163,420

 
72,749

 
69,228

 
141,977

Total corporate performing
  potential problem loans(4)
$
244,208

 
$
96,074

 
$
340,282

 
$
154,601

 
$
105,034

 
$
259,635

Corporate performing potential
  problem loans to corporate
  loans
2.75
%
 
1.08
%
 
3.83
%
 
1.82
%
 
1.23
%
 
3.05
%
Corporate PCI performing
  potential problem loans
  included in the totals above
$
13,709

 
$
19,731

 
$
33,440

 
$
17,685

 
$
26,635

 
$
44,320

(1) 
Loans categorized as special mention exhibit potential weaknesses that require the close attention of management since these potential weaknesses may result in the deterioration of repayment prospects in the future.
(2) 
Loans categorized as substandard exhibit well-defined weaknesses that may jeopardize the liquidation of the debt. These loans continue to accrue interest because they are well-secured and collection of principal and interest is expected within a reasonable time.
(3) 
Total corporate performing potential problem loans excludes accruing TDRs of $639,000 as of September 30, 2018 and $657,000 as of December 31, 2017.
(4) 
Includes corporate PCI performing potential problem loans.
Corporate performing potential problem loans to corporate loans was 3.83% at September 30, 2018, increasing from 3.05% at December 31, 2017. The increase resulted primarily from higher levels of commercial and industrial and commercial real estate loans classified as special mention. Management has specific monitoring and remediation plans associated with these loans.
OREO
OREO consists of properties acquired as the result of borrower defaults on loans.
Table 15
OREO by Type
(Dollar amounts in thousands)
 
 
As of
 
 
September 30, 2018
 
December 31, 2017
 
September 30, 2017
Single-family homes
 
$
571

 
$
837

 
$
1,000

Land parcels:
 
 
 
 
 
 
Raw land
 
148

 
850

 
849

Commercial lots
 
3,279

 
8,698

 
7,504

Single-family lots
 
1,962

 
2,150

 
2,150

Total land parcels
 
5,389

 
11,698

 
10,503

Multi-family units
 

 
48

 
48

Commercial properties
 
6,284

 
8,268

 
8,322

Total OREO
 
$
12,244

 
$
20,851

 
$
19,873


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OREO Activity
A rollforward of OREO balances for the quarters and nine months ended September 30, 2018 and 2017 is presented in the following table.
Table 16
OREO Rollforward
(Dollar amounts in thousands)
 
 
Quarters Ended September 30,
 
Nine Months Ended September 30,
 
 
2018
 
2017
 
2018
 
2017
Beginning balance
 
$
12,892

 
$
26,493

 
$
20,851

 
$
26,083

Transfers from loans
 
2,854

 
1,788

 
4,026

 
3,770

Acquisitions
 

 

 

 
8,424

Proceeds from sales
 
(4,313
)
 
(8,984
)
 
(12,951
)
 
(17,460
)
Gains on sales of OREO
 
1,075

 
735

 
1,090

 
794

OREO valuation adjustments
 
(264
)
 
(159
)
 
(772
)
 
(1,738
)
Ending balance
 
$
12,244

 
$
19,873

 
$
12,244

 
$
19,873

Allowance for Credit Losses
Methodology for the Allowance for Credit Losses
The allowance for credit losses is comprised of the allowance for loan losses and the reserve for unfunded commitments and is maintained by management at a level believed adequate to absorb estimated losses inherent in the existing loan portfolio. Determination of the allowance for credit losses is inherently subjective since it requires significant estimates and management judgment, including the amounts and timing of expected future cash flows on impaired loans, estimated losses on pools of homogeneous loans, consideration of current economic trends, and other factors.
Acquired loans are recorded at fair value, which incorporates credit risk, at the date of acquisition. No allowance for credit losses is recorded on the acquisition date for such loans. As the acquisition adjustment is accreted into income over future periods, an allowance for credit losses is established as necessary to reflect credit deterioration. In addition, certain acquired loans that have renewed subsequent to their respective acquisition dates are no longer classified as acquired loans. Instead, they are included with our loan population that is allocated an allowance in accordance with our allowance for loan losses methodology.
While management utilizes its best judgment and information available, the ultimate adequacy of the allowance for credit losses depends on a variety of factors beyond the Company's control, including the performance of its loan portfolio, the economy, changes in interest rates and property values, and the interpretation of loan risk ratings by regulatory authorities. Management believes that the allowance for credit losses is an appropriate estimate of credit losses inherent in the loan portfolio as of September 30, 2018.
The accounting policy for the allowance for credit losses is discussed in Note 1 of "Notes to the Condensed Consolidated Financial Statements" in Part I, Item 1 of this Form 10-Q.

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An allowance for credit losses is established on loans originated by the Bank, acquired loans, and covered loans. Additional discussion regarding acquired and covered loans can be found in Notes 1 and 6 of "Notes to the Condensed Consolidated Financial Statements" in Part I, Item 1 of this Form 10-Q. The following table provides additional details related to acquired loans, the allowance for credit losses related to acquired loans, and the remaining acquisition adjustment associated with acquired loans as of September 30, 2018 and December 31, 2017.
Table 17
Allowance for Credit Losses and Acquisition Adjustment
(Dollar amounts in thousands)
 
 
Loans, Excluding Acquired Loans
 
Acquired Loans(1)
 
Total
Nine months ended September 30, 2018
 
 
 
 
 
 
Beginning balance
 
$
94,123

 
$
2,606

 
$
96,729

Net charge-offs
 
(32,314
)
 
(1,533
)
 
(33,847
)
Provision for loan losses and other expense
 
37,327

 
716

 
38,043

Ending balance
 
$
99,136

 
$
1,789

 
$
100,925

As of September 30, 2018
 
 
 
 
 
 
Total loans
 
$
9,854,811

 
$
1,195,737

 
$
11,050,548

Remaining acquisition adjustment(2)
 
N/A

 
62,288

 
62,288

Allowance for credit losses to total loans(3)
 
1.01
%
 
0.15
%
 
0.91
%
Remaining acquisition adjustment to acquired loans
 
N/A

 
5.21
%
 
N/A

As of December 31, 2017
 
 
 
 
 
 
Total loans
 
$
8,822,560

 
$
1,615,252

 
$
10,437,812

Remaining acquisition adjustment(2)
 
N/A

 
74,677

 
74,677

Allowance for credit losses to total loans(3)
 
1.07
%
 
0.16
%
 
0.93
%
Remaining acquisition adjustment to acquired loans
 
N/A

 
4.62
%
 
N/A

N/A – Not applicable.
(1) 
These amounts and ratios relate to the loans acquired in completed acquisitions.
(2) 
The remaining acquisition adjustment consists of $36.5 million and $25.8 million relating to PCI and non-purchased credit impaired ("Non-PCI") loans, respectively, as of September 30, 2018, and $43.5 million and $31.2 million relating to PCI and Non-PCI loans, respectively, as of December 31, 2017.
(3) 
The allowance for credit losses to total loans, excluding acquired loans is a non-GAAP financial measure. For a discussion of non-GAAP financial measures, see the section of this Item 2 titled "Non-GAAP Financial Information and Reconciliations."
Excluding acquired loans, the allowance for credit losses to total loans was 1.01% as of September 30, 2018. The acquisition adjustment decreased by $12.4 million during the first nine months of 2018, driven primarily by acquired loan accretion, resulting in a remaining acquisition adjustment as a percent of acquired loans of 5.21%. Acquired loans that are renewed are no longer classified as acquired loans. These loans totaled $426.4 million and $366.0 million as of September 30, 2018 and December 31, 2017, respectively, and are included in loans, excluding acquired loans, and allocated an allowance in accordance with our allowance for loan losses methodology. In addition, there is an allowance for credit losses of $1.8 million on acquired loans as of September 30, 2018.

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Table 18
Allowance for Credit Losses and
Summary of Credit Loss Experience
(Dollar amounts in thousands)
 
Quarters Ended
 
September 30,
2018
 
June 30,
2018
 
March 31,
2018
 
December 31,
2017
 
September 30,
2017
Change in allowance for credit losses
 
 
 
 
 
 
 
 
 
Beginning balance
$
97,691

 
$
95,854

 
$
96,729

 
$
95,814

 
$
93,371

Loan charge-offs:
 
 
 
 
 
 
 
 
 
Commercial, industrial, and agricultural
6,277

 
8,662

 
14,670

 
6,919

 
8,935

Office, retail, and industrial
759

 
305

 
461

 
49

 
14

Multi-family
1

 
4

 

 

 

Construction
1

 

 

 

 
(6
)
Other commercial real estate
177

 
1

 
69

 
34

 
6

Consumer
2,049

 
2,337

 
1,885

 
2,118

 
1,617

Total loan charge-offs
9,264

 
11,309

 
17,085

 
9,120

 
10,566

Recoveries of loan charge-offs:
 
 
 
 
 
 
 
 
 
Commercial, industrial, and agricultural
416

 
753

 
538

 
1,386

 
698

Office, retail, and industrial
163

 
26

 
97

 
127

 
1,825

Multi-family

 

 

 
3

 
2

Construction
5

 
8

 
13

 
12

 
19

Other commercial real estate
154

 
359

 
39

 
39

 
25

Consumer
512

 
386

 
342

 
444

 
331

Total recoveries of loan charge-offs
1,250

 
1,532

 
1,029

 
2,011

 
2,900

Net loan charge-offs
8,014

 
9,777

 
16,056

 
7,109

 
7,666

Provision for loan losses
11,248

 
11,614

 
15,181

 
8,024

 
10,109

Ending balance
$
100,925

 
$
97,691

 
$
95,854

 
$
96,729

 
$
95,814

Allowance for credit losses
 
 
 
 
 
 
 
 
 
Allowance for loan losses
$
99,925

 
$
96,691

 
$
94,854

 
$
95,729

 
$
94,814

Reserve for unfunded commitments
1,000

 
1,000

 
1,000

 
1,000

 
1,000

Total allowance for credit losses
$
100,925

 
$
97,691

 
$
95,854

 
$
96,729

 
$
95,814

Allowance for credit losses to loans(1)
0.91
%
 
0.90
%
 
0.90
%
 
0.93
%
 
0.92
%
Allowance for credit losses to loans, excluding
  acquired loans(2)
1.01
%
 
1.00
%
 
1.01
%
 
1.07
%
 
1.09
%
Allowance for credit losses to
  non-accrual loans
155.83
%
 
182.69
%
 
127.78
%
 
144.54
%
 
147.01
%
Allowance for credit losses to
  non-performing loans
149.04
%
 
159.03
%
 
120.35
%
 
137.25
%
 
140.87
%
Average loans
$
10,978,336

 
$
10,785,341

 
$
10,496,089

 
$
10,380,689

 
$
10,273,630

Net loan charge-offs to average loans,
  annualized
0.29
%
 
0.36
%
 
0.62
%
 
0.27
%
 
0.30
%
(1) 
This ratio includes acquired loans that are recorded at fair value through an acquisition adjustment, which incorporates credit risk as of the acquisition date with no allowance for credit losses being established at that time. As the acquisition adjustment is accreted into income over future periods, an allowance for credit losses is established as necessary to reflect credit deterioration. See the Allowance for Credit Losses and Acquisition Adjustment table above for further discussion of the allowance for acquired loan losses and the related acquisition adjustment.
(2) 
This item is a non-GAAP financial measure. For a discussion of non-GAAP financial measures, see the section of this Item 2 titled "Non-GAAP Financial Information and Reconciliations."
Activity in the Allowance for Credit Losses
The allowance for credit losses was $100.9 million as of September 30, 2018 and represents 0.91% of total loans compared to 0.93% at December 31, 2017.
The provision for loan losses was $11.2 million for the quarter ended September 30, 2018, up from $8.0 million and $10.1 million for the quarters ended December 31, 2017 and September 30, 2017, respectively. The increase compared to the quarter ended December 31, 2017 resulted primarily from higher levels of net charge-offs and loan growth.

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Net loan charge-offs to average loans, annualized, were 0.29%, or $8.0 million, for the third quarter of 2018, and consistent with the fourth and third quarters of 2017.
FUNDING AND LIQUIDITY MANAGEMENT
The following table provides a comparison of average funding sources. We believe that average balances, rather than period-end balances, are more meaningful in analyzing funding sources because of the normal fluctuations that may occur on a daily or monthly basis within funding categories.
Table 19
Funding Sources – Average Balances
(Dollar amounts in thousands)
 
Quarters Ended
 
 
September 30, 2018 % Change From
 
September 30,
2018
 
December 31,
2017
 
September 30,
2017
 
 
December 31,
2017
 
September 30,
2017
Demand deposits
$
3,624,520

 
$
3,611,811

 
$
3,574,012

 
 
0.4

 
1.4

Savings deposits
2,003,928

 
2,017,489

 
2,040,609

 
 
(0.7
)
 
(1.8
)
NOW accounts
2,164,018

 
1,992,150

 
2,039,593

 
 
8.6

 
6.1

Money market accounts
1,772,821

 
1,938,195

 
1,928,962

 
 
(8.5
)
 
(8.1
)
Core deposits
9,565,287

 
9,559,645

 
9,583,176

 
 
0.1

 
(0.2
)
Time deposits
1,971,629

 
1,613,681

 
1,551,767

 
 
22.2

 
27.1

Brokered deposits
21,732

 
6,077

 
8,199

 
 
257.6

 
165.1

Total time deposits
1,993,361

 
1,619,758

 
1,559,966

 
 
23.1

 
27.8

Total deposits
11,558,648

 
11,179,403

 
11,143,142

 
 
3.4

 
3.7

Securities sold under agreements to
  repurchase
103,921

 
119,797

 
113,982

 
 
(13.3
)
 
(8.8
)
Federal funds purchased
3,641

 

 

 
 
N/M

 
N/M

FHLB advances
872,859

 
434,837

 
534,293

 
 
100.7

 
63.4

Total borrowed funds
980,421

 
554,634

 
648,275

 
 
76.8

 
51.2

Senior and subordinated debt
195,526

 
195,102

 
194,961

 
 
0.2

 
0.3

Total funding sources
$
12,734,595

 
$
11,929,139

 
$
11,986,378

 
 
6.8

 
6.2

Average interest rate paid on
  borrowed funds
1.59
%
 
1.62
%
 
1.56
%
 
 
 
 
 
Weighted-average maturity of FHLB
  advances
1.0 months

 
1.0 months

 
1.0 months

 
 
 
 
 
Weighted-average interest rate of
  FHLB advances
2.23
%
 
1.26
%
 
1.22
%
 
 
 
 
 
N/M – Not meaningful.
Total average funding sources for the third quarter of 2018 increased by $805.5 million, or 6.8%, compared to the fourth quarter of 2017 and $748.2 million, or 6.2%, compared to the third quarter of 2017. The rise compared to both prior periods resulted from an increase in FHLB advances as related interest rate swaps became effective and a rise in time deposits due to the continued success of promotions which started in 2017.

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Table 20
Borrowed Funds
(Dollar amounts in thousands)
 
September 30, 2018
 
 
September 30, 2017
 
Amount
 
Weighted-
Average
Rate (%)
 
 
Amount
 
Weighted-
Average
Rate (%)
At period-end:
 
 
 
 
 
 
 
 
Securities sold under agreements to repurchase
$
98,546

 
0.08
 
 
$
110,536

 
0.07
FHLB advances
975,000

 
2.23
 
 
590,000

 
1.22
Total borrowed funds
$
1,073,546

 
2.03
 
 
$
700,536

 
1.04
Average for the year-to-date period:
 
 
 
 
 
 
 
 
Securities sold under agreements to repurchase
$
112,775

 
0.07
 
 
$
121,003

 
0.06
Federal funds purchased
5,220

 
1.74
 
 

 
FHLB advances
799,992

 
1.80
 
 
523,820

 
1.73
Total borrowed funds
$
917,987

 
1.59
 
 
$
644,823

 
1.42
Maximum amount outstanding at the end of any day during the period:
 
 
 
 
 
 
 
Securities sold under agreements to repurchase
$
128,553

 
 
 
 
$
140,764

 
 
Federal funds purchased
140,000

 
 
 
 

 
 
FHLB advances
1,105,000

 
 
 
 
940,000

 
 
Average borrowed funds totaled $918.0 million for the first nine months of 2018, increasing by $273.2 million compared to the same period in 2017. This increase was due primarily to higher levels of FHLB advances. The weighted-average rate on FHLB advances for both periods presented was impacted by the hedging of $710.0 million and $415.0 million in FHLB advances as of September 30, 2018 and 2017, respectively, using interest rate swaps through which the Company receives variable amounts and pays fixed amounts. The weighted-average interest rate paid on these interest rate swaps was 1.91% and 2.17% as of September 30, 2018 and 2017, respectively. For a detailed discussion of interest rate swaps, see Note 10 of "Notes to the Condensed Consolidated Financial Statements" in Part I, Item 1 of this Form 10-Q.
On September 27, 2016, the Company entered into a loan agreement with U.S. Bank National Association providing for a $50.0 million short-term, unsecured revolving credit facility. On September 26, 2018, the Company entered into a second amendment to this credit facility, which extends the maturity to September 26, 2019. Advances will bear interest at a rate equal to one-month LIBOR plus 1.75%, adjusted on a monthly basis, and the Company must pay an unused facility fee equal to 0.35% per annum on a quarterly basis. As of September 30, 2018, no amount was outstanding under the facility.
Securities sold under agreements to repurchase generally mature within 1 to 90 days from the transaction date.
MANAGEMENT OF CAPITAL
Capital Measurements
A strong capital structure is required under applicable banking regulations and is crucial in maintaining investor confidence, accessing capital markets, and enabling us to take advantage of future growth opportunities. Our capital policy requires that the Company and the Bank maintain capital ratios in excess of the minimum regulatory guidelines. It serves as an internal discipline in analyzing business risks and internal growth opportunities and sets targeted levels of return on equity. Under regulatory capital adequacy guidelines, the Company and the Bank are subject to various capital requirements set and administered by the federal banking agencies. On January 1, 2015, the Company and the Bank became subject to the Basel III Capital rules, a new comprehensive capital framework for U.S. banking organizations published by the Federal Reserve. These rules are discussed in the "Supervision and Regulation" section in Item 1, "Business" in the Company's 2017 10-K. In addition, financial institutions, such as the Company and the Bank, with average total consolidated assets greater than $10 billion were previously required by the Dodd-Frank Act to conduct an annual company-run stress test of capital, report results to the Federal Reserve, and publicly disclose a summary of the results. As a result of regulatory reform signed into law during the second quarter of 2018, the Company and the Bank are no longer required to perform these actions.

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The following table presents our consolidated measures of capital as of the dates presented and the capital guidelines established by the Federal Reserve for the Bank to be categorized as "well-capitalized." We manage our capital levels for both the Company and the Bank to consistently maintain these measurements in excess of the Federal Reserve's minimum levels to be considered "well-capitalized," which is the highest capital category established. All regulatory mandated ratios for characterization as "well-capitalized" were exceeded as of September 30, 2018 and December 31, 2017.
The tangible common equity ratios presented in the table below are capital adequacy metrics used and relied on by investors and industry analysts; however, they are non-GAAP financial measures. For a discussion of non-GAAP financial measures, see the section of this Item 2 titled "Non-GAAP Financial Information and Reconciliations."
Table 21
Capital Measurements
(Dollar amounts in thousands)
 
 
 
 
 
As of September 30, 2018
 
As of
 
Regulatory
Minimum
For
Well-
Capitalized
 
 
 
September 30, 
 2018
 
December 31, 2017
 
 
Excess Over
Required Minimums
Bank regulatory capital ratios
 
 
 
 
 
 
 
 
 
Total capital to risk-weighted assets
11.05
%
 
10.95
%
 
10.00
%
 
11
%
 
$
131,070

Tier 1 capital to risk-weighted assets
10.24
%
 
10.13
%
 
8.00
%
 
28
%
 
$
279,439

CET1 to risk-weighted assets
10.24
%
 
10.13
%
 
6.50
%
 
58
%
 
$
466,409

Tier 1 capital to average assets
9.01
%
 
9.10
%
 
5.00
%
 
80
%
 
$
568,351

Company regulatory capital ratios
 
 
 
 
 
 
 
 
 
Total capital to risk-weighted assets
12.32
%
 
12.15
%
 
N/A

 
N/A

 
N/A

Tier 1 capital to risk-weighted assets
10.34
%
 
10.10
%
 
N/A

 
N/A

 
N/A

CET1 to risk-weighted assets
9.93
%
 
9.68
%
 
N/A

 
N/A

 
N/A

Tier 1 capital to average assets
9.10
%
 
8.99
%
 
N/A

 
N/A

 
N/A

Company tangible common equity ratios(1)(2)
 
 
 
 
 
 
 
 
 
Tangible common equity to tangible assets
8.21
%
 
8.33
%
 
N/A

 
N/A

 
N/A

Tangible common equity, excluding
  accumulated other comprehensive loss, to
  tangible assets
8.74
%
 
8.58
%
 
N/A

 
N/A

 
N/A

Tangible common equity to risk-weighted
  assets
9.33
%
 
9.31
%
 
N/A

 
N/A

 
N/A

N/A – Not applicable.
(1) 
Ratios are not subject to formal Federal Reserve regulatory guidance.
(2) 
Tangible common equity ratios are non-GAAP financial measures. For a discussion of non-GAAP financial measures, see the section of this Item 2 titled "Non-GAAP Financial Information and Reconciliations."
The Company's regulatory capital ratios increased compared to December 31, 2017 as a result of strong earnings, partially offset by the impact of loan growth on risk-weighted assets and the phase-in of certain regulatory capital calculation provisions.
The Board of Directors reviews the Company's capital plan each quarter, considering the current and expected operating environment as well as evaluating various capital alternatives.
Dividends
The Board of Directors approved a quarterly cash dividend of $0.11 per common share during the third quarter of 2018, which is consistent with the second quarter of 2018 and follows a dividend increase from $0.10 to $0.11 per common share during the first quarter of 2018. This dividend represents the 143rd consecutive cash dividend paid by the Company since its inception in 1983.

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NON-GAAP FINANCIAL INFORMATION AND RECONCILIATIONS
The Company's accounting and reporting policies conform to GAAP and general practices within the banking industry. As a supplement to GAAP, the Company provides non-GAAP performance results, which the Company believes are useful because they assist investors in assessing the Company's operating performance. These non-GAAP financial measures include earnings per share ("EPS"), adjusted, the efficiency ratio, return on average assets, adjusted, tax-equivalent net interest income (including its individual components), tax-equivalent net interest margin, tax-equivalent net interest margin, adjusted, noninterest income, adjusted, noninterest expense, adjusted, effective income tax rate, adjusted, tangible common equity to tangible assets, tangible common equity, excluding accumulated other comprehensive income ("AOCI"), to tangible assets, tangible common equity to risk-weighted assets, return on average common equity, adjusted, return on average tangible common equity, return on average tangible common equity, adjusted, and allowance for credit losses to loans, excluding acquired loans.
The Company presents EPS, the efficiency ratio, return on average assets, return on average common equity, and return on average tangible common equity, all adjusted for certain significant transactions. These transactions include certain tax benefits aligned with tax reform (third quarter and first nine months of 2018), Delivering Excellence implementation costs (third quarter and first nine months of 2018), acquisition and integration related expenses associated with completed and pending acquisitions (third quarter and first nine months of 2018 and 2017), revaluations of DTAs (third quarter and first nine months of 2017) and certain actions resulting in securities gains (third quarter and first nine months of 2017). Management believes excluding these transactions from EPS, the efficiency ratio, return on average assets, return on average common equity, and return on average tangible common equity may be useful in assessing the Company's underlying operational performance since these transactions do not pertain to its core business operations and their exclusion may facilitate better comparability between periods. Management believes that excluding acquisition and integration related expenses from these metrics may be useful to the Company, as well as analysts and investors, since these expenses can vary significantly based on the size, type, and structure of each acquisition. Additionally, management believes excluding these transactions from these metrics may enhance comparability for peer comparison purposes.
The Company presents noninterest income, adjusted, which excludes the accounting reclassification, net securities gains, and the Durbin Amendment, and noninterest expense, adjusted, which excludes Delivering Excellence implementation costs, acquisition and integration related expenses, and the accounting reclassification. In addition, the Company presents the effective income tax rate, adjusted, which excludes certain income tax benefits aligned with tax reform and the revaluations of DTAs. Management believes that excluding these items from noninterest income, noninterest expense, and the effective income tax rate may be useful in assessing the Company's underlying operational performance as these items either do not pertain to its core business operations or their exclusion may facilitate better comparability between periods and for peer comparison purposes.
The tax-equivalent adjustment to net interest income and net interest margin recognizes the income tax savings when comparing taxable and tax-exempt assets. Interest income and yields on tax-exempt securities and loans subsequent to December 31, 2017 are presented using the current federal income tax rate of 21% and prior periods are computed using the federal income tax rate applicable at that time of 35%. Management believes that it is standard practice in the banking industry to present net interest income and net interest margin on a fully tax-equivalent basis and that it may enhance comparability for peer comparison purposes. In addition, management believes that presenting the tax-equivalent net interest margin, adjusted, may enhance comparability for peer comparison purposes and may be useful to the Company, as well as analysts and investors, since acquired loan accretion income may fluctuate based on the size of each acquisition, as well as from period to period.
In management's view, tangible common equity measures are capital adequacy metrics that may be meaningful to the Company, as well as analysts and investors, in assessing the Company's use of equity and in facilitating comparisons with peers. These non-GAAP measures are valuable indicators of a financial institution's capital strength since they eliminate intangible assets from stockholders' equity and retain the effect of accumulated other comprehensive loss in stockholders' equity.
The Company presents the allowance for credit losses to total loans, excluding acquired loans. Management believes excluding acquired loans may be useful as it may facilitate better comparability between periods as these loans are recorded at fair value, which incorporates credit risk, at the date of acquisition. No allowance for credit losses is recorded on the acquisition date. As the acquisition adjustment is accreted into income over future periods, an allowance for credit losses is established as necessary to reflect credit deterioration. Additionally, management believes excluding these transactions from these metrics may enhance comparability for peer comparison purposes. See Table 17 in the section of this Item 2 titled "Loan Portfolio and Credit Quality" for details on the calculation of this measure.
Although intended to enhance investors' understanding of the Company's business and performance, these non-GAAP financial measures should not be considered an alternative to GAAP. In addition, these non-GAAP financial measures may differ from those used by other financial institutions to assess their business and performance. See the previously provided tables and the following reconciliations for details on the calculation of these measures to the extent presented herein.

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Non-GAAP Reconciliations
(Amounts in thousands, except per share data)
 
 
Quarters Ended 
 September 30,
 
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
 
2018
 
2017
EPS
 
 
 
 
 
 
 
 
 
Net income
 
$
53,352

 
$
38,235

 
 
$
116,462

 
$
96,040

Net income applicable to non-vested restricted shares
 
(441
)
 
(340
)
 
 
(992
)
 
(910
)
Net income applicable to common shares
 
52,911

 
37,895

 
 
115,470

 
95,130

Adjustments to net income:
 
 
 
 
 
 
 
 
 
Income tax benefits(1)
 
(7,798
)
 

 
 
(7,798
)
 

Delivering Excellence implementation costs
 
2,239

 

 
 
17,254

 

Tax effect of Delivering Excellence implementation costs
 
(560
)
 

 
 
(4,314
)
 

Acquisition and integration related expenses
 
60

 
384

 
 
60

 
20,123

Tax effect of acquisition and integration related expenses
 
(15
)
 
(157
)
 
 
(15
)
 
(8,053
)
DTA revaluation
 

 
(2,846
)
 
 

 
(2,846
)
Gains from securities portfolio repositioning
 

 
(3,197
)
 
 

 
(3,197
)
Tax effect of gains from securities portfolio repositioning
 

 
1,311

 
 

 
1,311

Total adjustments to net income, net of tax
 
(6,074
)
 
(4,505
)
 
 
5,187

 
7,338

Net income applicable to common shares, adjusted
 
$
46,837

 
$
33,390

 
 
$
120,657

 
$
102,468

Weighted-average common shares outstanding:
 
 
 
 
 
 
 
Weighted-average common shares outstanding (basic)
 
102,178

 
101,752

 
 
102,087

 
101,307

Dilutive effect of common stock equivalents
 

 
20

 
 
5

 
20

Weighted-average diluted common shares outstanding
 
102,178

 
101,772

 
 
102,092

 
101,327

Basic EPS
 
$
0.52

 
$
0.37

 
 
$
1.13


$
0.94

Diluted EPS
 
$
0.52

 
$
0.37

 
 
$
1.13


$
0.94

Diluted EPS, adjusted
 
$
0.46

 
$
0.33

 
 
$
1.18


$
1.01

Effective Tax Rate
 
 
 
 
 
 
 
Income before income tax expense
 
$
59,968

 
$
55,942

 
 
$
142,605

 
$
144,068

Income tax expense
 
$
6,616

 
$
17,707

 
 
$
26,143

 
$
48,028

Income tax benefits(1)
 
7,798

 

 
 
7,798

 

DTA revaluation
 

 
2,846

 
 

 
2,846

Income tax expense, adjusted
 
$
14,414

 
$
20,553

 
 
$
33,941

 
$
50,874

Effective income tax rate
 
11.03
%
 
31.65
%
 
 
18.33
%
 
33.34
%
Effective income tax rate, adjusted
 
24.04
%
 
36.74
%
 
 
23.80
%
 
35.31
%
Return on Average Assets
 
 
 
 
 
 
 
Net income
 
$
53,352

 
$
38,235

 
 
$
116,462

 
$
96,040

Total adjustments to net income, net of tax
 
(6,074
)
 
(4,505
)
 
 
5,187

 
7,338

Net income, adjusted(2)
 
$
47,278

 
$
33,730

 
 
$
121,649

 
$
103,378

Average assets
 
$
14,894,670

 
$
14,155,766

 
 
$
14,565,071

 
$
13,931,679

Return on average assets(3)(4)
 
1.42
%
 
1.07
%
 
 
1.07
%
 
0.92
%
Return on average assets, adjusted(2)(3)(4)
 
1.26
%
 
0.95
%
 
 
1.12
%
 
0.99
%
 
 
 
 
 
 
 
 
 
 
Note: Non-GAAP Reconciliations footnotes are located at the end of this section.
 
 
 
 
 

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Quarters Ended 
 September 30,
 
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
 
2018
 
2017
Return on Average Common and Tangible Common Equity
 
 
 
 
 
 
 
Net income applicable to common shares
 
$
52,911

 
$
37,895

 
 
$
115,470

 
$
95,130

Intangibles amortization
 
1,772

 
1,931

 
 
5,368

 
6,059

Tax effect of intangibles amortization
 
(443
)
 
(792
)
 
 
(1,400
)
 
(2,424
)
Net income applicable to common shares, excluding
  intangibles amortization
 
54,240

 
39,034

 
 
119,438

 
98,765

Total adjustments to net income, net of tax
 
(6,074
)
 
(4,505
)
 
 
5,187

 
7,338

Net income applicable to common shares, excluding
  intangibles amortization, adjusted(2)
 
$
48,166

 
$
34,529

 
 
$
124,625

 
$
106,103

Average stockholders' common equity
 
$
1,909,330

 
$
1,855,647

 
 
1,891,290

 
$
1,816,911

Less: average intangible assets
 
(752,109
)
 
(751,366
)
 
 
(753,282
)
 
(751,828
)
Average tangible common equity
 
$
1,157,221

 
$
1,104,281

 
 
$
1,138,008

 
$
1,065,083

Return on average common equity(3)(4)
 
10.99
%
 
8.10
%
 
 
8.16
%
 
7.00
%
Return on average common equity, adjusted(2)(3)(4)
 
9.73
%
 
7.14
%
 
 
8.53
%
 
7.54
%
Return on average tangible common equity(3)(4)
 
18.60
%
 
14.02
%
 
 
14.03
%
 
12.40
%
Return on average tangible common equity, adjusted(2)(3)(4)
 
16.51
%
 
12.41
%
 
 
14.64
%
 
13.32
%

 
 
As of
 
 
September 30, 2018
 
December 31, 2017
Tangible Common Equity
 
 
 
 
Stockholders' equity
 
$
1,917,675

 
$
1,864,874

Less: goodwill and other intangible assets
 
(751,248
)
 
(754,757
)
Tangible common equity
 
1,166,427

 
1,110,117

Less: AOCI
 
75,133

 
33,036

Tangible common equity, excluding AOCI
 
$
1,241,560

 
$
1,143,153

Total assets
 
$
14,961,499

 
$
14,077,052

Less: goodwill and other intangible assets
 
(751,248
)
 
(754,757
)
Tangible assets
 
$
14,210,251

 
$
13,322,295

Risk-weighted assets
 
$
12,500,342

 
$
11,920,372

Tangible common equity to tangible assets
 
8.21
%
 
8.33
%
Tangible common equity, excluding AOCI, to tangible assets
 
8.74
%
 
8.58
%
Tangible common equity to risk-weighted assets
 
9.33
%
 
9.31
%
 
 
 
 
 
Note: Non-GAAP Reconciliations footnotes are located at the end of this section.

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Quarters Ended 
 September 30,
 
 
Nine Months Ended 
 September 30,
 
 
2018
 
2017
 
 
2018
 
2017
Efficiency Ratio Calculation
 
 
 
 
 
 
 
Noninterest expense
 
$
96,477

 
$
97,190

 
 
$
305,475

 
$
313,583

Less:
 
 
 
 
 
 
 
 
 
Net OREO expense
 
413

 
(657
)
 
 
(399
)
 
(3,988
)
Delivering Excellence implementation costs
 
(2,239
)
 

 
 
(17,254
)
 

Acquisition and integration related expenses
 
(60
)
 
(384
)
 
 
(60
)
 
(20,123
)
Total
 
$
94,591

 
$
96,149

 
 
$
287,762

 
$
289,472

Tax-equivalent net interest income(3)
 
$
133,161

 
$
121,935

 
 
$
381,141

 
$
358,811

Noninterest income
 
35,666

 
43,348

 
 
108,130

 
128,244

Less: net securities gains
 

 
(3,197
)
 
 

 
(3,481
)
Total
 
$
168,827

 
$
162,086

 
 
$
489,271

 
$
483,574

Efficiency ratio
 
56.03
%
 
59.32
%
 
 
58.81
%
 
59.86
%
Efficiency ratio (prior presentation)(5)
 
N/A

 
58.97
%
 
 
N/A

 
59.52
%
 
 
 
 
 
 
 
 
 
 
Note: Non-GAAP Reconciliations footnotes are located at the end of this section.
 
 
 
 
 






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For the Years Ended December 31,
 
 
2017
 
2016
 
2015
 
2014
 
2013
Efficiency Ratio Calculation
Noninterest expense
 
$
415,909

 
$
339,500

 
$
307,216

 
$
283,826

 
$
256,737

Less:
 
 
 
 
 
 
 
 
 
 
Net OREO expense
 
(4,683
)
 
(3,024
)
 
(5,281
)
 
(7,075
)
 
(8,547
)
Special bonus
 
(1,915
)
 

 

 

 

Charitable contribution
 
(1,600
)
 

 

 

 

Acquisition and integration related expenses
 
(20,123
)
 
(14,352
)
 
(1,389
)
 
(13,872
)
 

Lease cancellation fee
 

 
(950
)
 

 

 

Property valuation adjustments
 

 

 
(8,581
)
 

 

Total
 
$
387,588

 
$
321,174

 
$
291,965

 
$
262,879

 
$
248,190

Tax-equivalent net interest income(3)
 
$
479,965

 
$
358,334

 
$
322,277

 
$
288,589

 
$
272,429

Noninterest income
 
163,149

 
159,312

 
136,581

 
126,618

 
140,883

Less:
 
 
 
 
 
 
 
 
 
 
Net securities gains (losses)
 
1,876

 
(1,420
)
 
(2,373
)
 
(8,097
)
 
(34,164
)
Net gain on sale-leaseback transaction
 

 
(5,509
)
 

 

 

Gains on sales of properties
 

 

 

 
(3,954
)
 
 
Loss on early extinguishment of debt
 

 

 

 
2,059

 

Gain on termination of FHLB forward
  commitments
 

 

 

 

 
(7,829
)
Total
 
$
644,990

 
$
510,717

 
$
456,485

 
$
405,215

 
$
371,319

Efficiency ratio
 
60.09
%
 
62.89
%
 
63.96
%
 
64.87
%
 
66.84
%
Efficiency ratio (prior presentation)(5)
 
59.73
%
 
62.59
%
 
63.57
%
 
64.57
%
 
64.19
%
 
 
 
 
 
 
 
 
 
 
 
Footnotes for non-GAAP reconciliations
(1) 
Includes certain income tax benefits aligned with tax reform.
(2) 
Adjustments to net income for each period presented are detailed in the EPS non-GAAP reconciliation above.
(3) 
Presented on a tax-equivalent basis, assuming the applicable federal income tax rate for each period presented. As a result, interest income and yields on tax-exempt securities and loans subsequent to December 31, 2017 are presented using the current federal income tax rate of 21% and prior periods are computed using the federal income tax rate applicable at that time of 35%.
(4) 
Annualized based on the actual number of days for each period presented.
(5) 
Presented as calculated prior to March 31, 2018, which included a tax-equivalent adjustment for BOLI. Management believes that removing this adjustment from the current calculation of this metric enhances comparability for peer comparison purposes.

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ITEM 3. QUANTITATIVE AND QUALITATIVE
DISCLOSURES ABOUT MARKET RISK
Market risk is the risk of loss arising from adverse changes in the fair value of financial instruments due to changes in interest rates, exchange rates, and equity prices. Interest rate risk is our primary market risk and is the result of repricing, basis, and option risk. A description and analysis of our interest rate risk management policies is included in Part II, Item 7A, "Quantitative and Qualitative Disclosures about Market Risk," in our 2017 10-K.
We seek to achieve consistent growth in net interest income and net income while managing volatility that arises from shifts in interest rates. The Bank's Asset Liability Committee ("ALCO") oversees financial risk management by developing programs to measure and manage interest rate risks within authorized limits set by the Bank's Board of Directors. ALCO also approves the Bank's asset and liability management policies, oversees the formulation and implementation of strategies to improve balance sheet positioning and earnings, and reviews the Bank's interest rate sensitivity position. Management uses net interest income simulation modeling to analyze and capture exposure of earnings to changes in interest rates.
Net Interest Income Sensitivity
The analysis of net interest income sensitivity assesses the magnitude of changes in net interest income over a twelve-month measurement period resulting from immediate changes in interest rates using multiple rate scenarios. These scenarios include, but are not limited to, a flat or unchanged rate environment, immediate increases of 100, 200, and 300 basis points, and an immediate decrease of 100 basis points. Due to the low interest rate environment as of September 30, 2018 and December 31, 2017, management determined that an immediate decrease in interest rates greater than 100 basis points was not meaningful for this analysis.
This simulation analysis is based on expected future cash flows and repricing characteristics for balance sheet and off-balance sheet instruments and incorporates market-based assumptions regarding the effect of changing interest rates on the prepayment rates of certain assets and liabilities. In addition, this sensitivity analysis examines assets and liabilities at the beginning of the measurement period and does not assume any changes from growth or business plans over the next twelve months. Interest-earning assets and interest-bearing liabilities are assumed to re-price based on contractual terms over the twelve-month measurement period assuming an instantaneous parallel shift in interest rates in effect at the beginning of the measurement period. The simulation analysis also incorporates assumptions based on the historical behavior of deposit rates in relation to interest rates. Because these assumptions are inherently uncertain, the simulation analysis cannot definitively measure net interest income or predict the impact of the fluctuation in interest rates on net interest income, but does provide an indication of the Company's sensitivity to changes in interest rates. Actual results may differ from simulated results due to the timing, magnitude, and frequency of interest rate changes as well as changes in market conditions and management strategies.
The Company's current simulation analysis indicates we would benefit from rising interest rates. Interest-earning assets consist of short and long-term products. Excluding non-accrual loans, and including the impact of hedging certain corporate variable rate loans using interest rate swaps through which the Company receives fixed amounts and pays variable amounts, 48% of the loan portfolio consisted of fixed rate loans and 52% were floating rate loans as of September 30, 2018, compared to 49% and 51%, respectively, as of December 31, 2017. See Note 10 of "Notes to the Condensed Consolidated Financial Statements" in Part I, Item 1 of this Form 10-Q for additional detail regarding interest rate swaps.
As of September 30, 2018, investments, consisting of securities and interest-bearing deposits in other banks, are more heavily weighted toward fixed rate securities at 95% of the total compared to 5% for floating rate interest-bearing deposits in other banks. This compares to investments comprising 93% of fixed rate securities and 7% of floating rate interest-bearing deposits in other banks as of December 31, 2017. Fixed rate loans are most sensitive to the 3-5 year portion of the yield curve and the Bank limits its loans with maturities that extend beyond 5 years. The majority of floating rate loans are indexed to the short-term LIBOR or Prime rates. The amount of floating rate loans with active interest rate floors was not meaningful as of September 30, 2018 or December 31, 2017. On the liability side of the balance sheet, 82% and 85% of deposits as of September 30, 2018 and December 31, 2017, respectively, are demand deposits or interest-bearing core deposits, which either do not pay interest or the interest rates are expected to rise at a slower pace than short-term interest rates.

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Analysis of Net Interest Income Sensitivity
(Dollar amounts in thousands)
 
 
Immediate Change in Rates
 
 
+300
 
+200
 
+100
 
-100
As of September 30, 2018
 
 
 
 
 
 
 
 
Dollar change
 
$
92,719

 
$
63,930

 
$
33,820

 
$
(49,210
)
Percent change
 
16.7
%
 
11.5
%
 
6.1
%
 
(8.9
)%
As of December 31, 2017
 
 
 
 
 
 
 
 
Dollar change
 
$
70,999

 
$
44,733

 
$
33,099

 
$
(44,579
)
Percent change
 
14.8
%
 
9.3
%
 
6.9
%
 
(9.3
)%
The sensitivity of estimated net interest income to an instantaneous parallel shift in interest rates is reflected as both dollar and percentage changes. This table illustrates that an instantaneous 200 basis point rise in interest rates as of September 30, 2018 would increase net interest income by $63.9 million, or 11.5%, over the next twelve months compared to no change in interest rates. This same measure was $44.7 million, or 9.3%, as of December 31, 2017.
Overall, positive interest rate risk volatility as of September 30, 2018 increased modestly compared to December 31, 2017. This increase was driven primarily by higher interest rates and a moderate change in cost of funds in addition to growth in floating rate loans funded with time deposits and fixed rate FHLB advances.
ITEM 4. CONTROLS AND PROCEDURES
As of the end of the period covered by this report, (the "Evaluation Date"), the Company carried out an evaluation, under the supervision and with the participation of the Company's management, including the Company's Chairman of the Board, President and Chief Executive Officer and its Executive Vice President and Chief Financial Officer, of the effectiveness of the design and operation of the Company's disclosure controls and procedures pursuant to Rules 13a-15(e) and 15d-15 of the Securities Exchange Act of 1934, as amended (the "Exchange Act"). Based on that evaluation, the Chairman of the Board, President and Chief Executive Officer and Executive Vice President and Chief Financial Officer concluded that as of the Evaluation Date, the Company's disclosure controls and procedures are effective to ensure that information required to be disclosed by the Company in reports that it files or submits under the Exchange Act is recorded, processed, summarized, and reported within the time periods specified in SEC rules and forms. There were no changes in the Company's internal control over financial reporting during the most recent fiscal quarter that have materially affected, or are reasonably likely to materially affect, the Company's internal control over financial reporting.
PART II. OTHER INFORMATION
ITEM 1. LEGAL PROCEEDINGS
In the ordinary course of business, there were certain legal proceedings pending against the Company and its subsidiaries at September 30, 2018. While the outcome of any legal proceeding is inherently uncertain, based on information currently available, the Company's management does not expect that any liabilities arising from pending legal matters will have a material adverse effect on the Company's business, financial condition, results of operations, or cash flows.
ITEM 1A. RISK FACTORS
The Company provided a discussion of certain risks and uncertainties faced by the Company in the section entitled "Risk Factors" in its 2017 10-K. These risks and uncertainties are not exhaustive. Additional risks and uncertainties are discussed in the section entitled "Management's Discussion and Analysis of Financial Condition and Results of Operations" in this report, our 2017 10‑K, and our other filings made with the SEC, as well as in other sections of such reports.

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ITEM 2. UNREGISTERED SALES OF EQUITY SECURITIES AND USE OF PROCEEDS
The following table summarizes the Company's monthly common stock purchases during the third quarter of 2018. The Board approved a stock repurchase program on November 27, 2007. Up to 2.5 million shares of the Company's common stock may be repurchased, and the total remaining authorization under the program was 2,487,947 shares as of September 30, 2018. The repurchase program has no set expiration or termination date.

Issuer Purchases of Equity Securities
 
 
Total
Number of
Shares
Purchased(1)
 
Average
Price
Paid per
Share
 
Total Number
of Shares
Purchased as
Part of a
Publicly
Announced
Plan or
Program
 
Maximum
Number of
Shares that
May Yet Be
Purchased
Under the
Plan or
Program
July 1 - July 31, 2018
 
205

 
$
25.77

 

 
2,487,947

August 1 - August 31, 2018
 

 

 

 
2,487,947

September 1 - September 30, 2018
 
1,528

 
26.50

 

 
2,487,947

Total
 
1,733

 
$
26.41

 

 
 

(1) 
Consists of shares acquired pursuant to the Company's share-based compensation plans and not the Company's Board-approved stock repurchase program. Under the terms of the Company's share-based compensation plans, the Company accepts previously owned shares of common stock surrendered to satisfy tax withholding obligations associated with the vesting of restricted stock.

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ITEM 6. EXHIBITS
Exhibit
Number
 
Description of Documents
 
 
 
 
Second Amendment to Loan Agreement, dated as of September 26, 2018, between First Midwest Bancorp, Inc. and U.S. Bank National Association is incorporated herein by reference to Exhibit 10.1 to the Company's Current Report on Form 8-K filed with the Securities and Exchange Commission on October 2, 2018.
 
Statement re: Computation of Per Share Earnings – The computation of basic and diluted earnings per common share is included in Note 8 of the Company's Notes to the Condensed Consolidated Financial Statements included in "ITEM 1. FINANCIAL STATEMENTS" of this document.
 
Certification of Chief Executive Officer pursuant to Section 302 of the Sarbanes-Oxley Act of 2002.
 
Certification of Chief Financial Officer pursuant to Section 302 of the Sarbanes-Oxley Act of 2002.
32.1(1)
 
Certification of Chief Executive Officer pursuant to Section 906 of the Sarbanes-Oxley Act of 2002.
32.2(1)
 
Certification of Chief Financial Officer pursuant to Section 906 of the Sarbanes-Oxley Act of 2002.
101
 
Interactive Data File.

(1) 
Furnished, not filed.

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SIGNATURES
Pursuant to the requirements of the Securities Exchange Act of 1934, the registrant has duly caused this report to be signed on its behalf by the undersigned, hereunto duly authorized.
                      First Midwest Bancorp, Inc.
 
 
                         /s/ PATRICK S. BARRETT
                               Patrick S. Barrett
    Executive Vice President and Chief Financial Officer*
Date: November 6, 2018
* Duly authorized to sign on behalf of the registrant.

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