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CONSOLIDATED STATEMENTS OF CASH FLOWS - USD ($) $ in Thousands | 12 Months Ended
--- | ---
Dec. 31, 2019 | Dec. 31, 2018 | Dec. 31, 2017
Cash flows from operating activities |  |  |
Net income | $ 76,930 | $ 87,257 | $ 51,524
Adjustments to reconcile net income to net cash provided by operating activities: |  |  |
Depreciation and amortization expense | 8,017 | 6,297 | 5,363
Amortization of right-of-use assets | 21,207 | 0 | 0
Provision for bad debt expense | 114 | 291 | 219
Stock-based compensation | 9,278 | 11,983 | 9,145
Deferred taxes, net | 226 | (142) | 12,825
Net realized gains on marketable securities, available-for-sale | (87) | (10) | (2)
Other non-cash items | (176) | (194) | 108
Changes in operating assets and liabilities: |  |  |
Commissions receivable | (55) | 4,783 | (4,777)
Prepaid expenses | (2,740) | 1,757 | (1,567)
Prepaid rent | 0 | 1,500 | (2,107)
Assets held in rabbi trust | 0 | 0 | (700)
Other assets, net | (45,176) | (7,247) | (13,665)
Accounts payable and other liabilities | (486) | 226 | (572)
Income tax receivable/payable | (9,485) | 5,794 | (126)
Accrued bonuses and other employee related expenses | (5,889) | 4,676 | 1,782
Deferred compensation and commissions | (8,975) | (438) | 8,427
Operating lease liabilities | (17,102) | 0 | 0
Deferred rent and other liabilities | (314) | 781 | 660
Net cash provided by operating activities | 25,287 | 117,314 | 66,537
Cash flows from investing activities |  |  |
Acquisitions, net of cash received | (6,083) | (14,926) | 0
Purchases of marketable securities, available-for-sale | (168,083) | (208,460) | (65,093)
Proceeds from sales and maturities of marketable securities, available-for-sale | 179,693 | 113,911 | 44,753
Payments received on employee notes receivable | 42 | 18 | 27
Issuances of employee notes receivable | (200) | (451) | (481)
Purchase of property and equipment | (8,812) | (8,072) | (6,554)
Proceeds from sale of property and equipment | 21 | 0 | 10
Net cash used in investing activities | (3,422) | (117,980) | (27,338)
Cash flows from financing activities |  |  |
Proceeds from issuance of shares pursuant to employee stock purchase plan | 657 | 621 | 653
Taxes paid related to net share settlement of stock-based awards | (2,735) | (5,023) | (5,451)
Principal payments on notes payable to former stockholders | (1,087) | (1,035) | (986)
Principal payments on stock appreciation rights liability | (185) | 0 | 0
Payments of contingent consideration | (528) | 0 | 0
Net cash used in financing activities | (3,878) | (5,437) | (5,784)
Net increase (decrease) in cash and cash equivalents | 17,987 | (6,103) | 33,415
Cash and cash equivalents at beginning of year | 214,683 | 220,786 | 187,371
Cash and cash equivalents at end of year | 232,670 | 214,683 | 220,786
Supplemental disclosures of cash flow information |  |  |
Interest paid during the period | 2,107 | 2,195 | 1,912
Income taxes paid, net | $ 39,841 | $ 24,311 | $ 35,002

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