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CONDENSED CONSOLIDATED STATEMENTS OF CASH FLOWS - USD ($) $ in Thousands | 12 Months Ended
--- | ---
Dec. 31, 2021 | Dec. 31, 2020 | Dec. 31, 2019
Cash flows from operating activities: |  |  |
Net loss from operations | $ (30,584) | $ (5,455) | $ 7,864
Adjustments to reconcile net loss from operations to net cash provided by (used in) operations: |  |  |
Depreciation and amortization of intangible assets | 8,926 | 12,003 | 11,545
Loss on disposal of assets | 13 | 118 | 69
Deferred tax benefit | 2,823 | (1,487) | (1,624)
Stock-based compensation | 4,354 | 4,740 | 3,368
Changes in operating assets and liabilities: |  |  |
Accounts receivable, net | 2,047 | 5,181 | (4,786)
Allowance for doubtful accounts | (2,705) | 1,611 | 1,372
Inventories, net | 2,209 | 6,725 | (5,391)
Contract assets | 3,787 | (191) | 1,740
Accounts payable | 2,716 | (5,237) | 3,628
Income taxes payable | (2,525) | (5,642) | 158
Accrued expenses | 3,089 | (3,124) | (1,286)
Deferred compensation | (725) | 574 | (334)
Deferred revenue | 9,713 | 8,342 | 1,465
Other assets and liabilities | (5,883) | (3,236) | 456
Net cash provided by (used in) operating activities | (2,745) | 14,922 | 18,244
Cash flows from investing activities: |  |  |
Purchase of short term investments | (59,925) | (34,060) | (33,839)
Maturities of short term investments | 51,149 | 32,630 | 31,399
Additions to property and equipment | (2,169) | (3,101) | (7,453)
Additions to intangible assets | (35) | (133) |
Net cash used in investing activities | (10,980) | (4,664) | (9,893)
Cash flows from financing activities: |  |  |
Repurchase of common stock | (7,471) | (5,030) |
Tax payments for restricted stock issuances | (2,923) | (2,030) | (569)
Net cash used in financing activities | (10,394) | (7,060) | (569)
Effect of exchange rate changes on cash | (895) | 914 | (208)
Net increase (decrease) in cash | (25,014) | 4,112 | 7,574
Cash, cash equivalents, and restricted cash, beginning of period | 89,241 | 85,129 | 77,555
Cash, cash equivalents, and restricted cash, end of period | 64,227 | 89,241 | 85,129
Supplemental cash flow disclosures: |  |  |
Restricted Cash | 800 | 900 | 800
Cash paid for income taxes | $ 7,700 | $ 9,442 | $ 7,839

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