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CONSOLIDATED STATEMENTS OF OPERATIONS AND COMPREHENSIVE INCOME (LOSS) - USD ($) shares in Thousands, $ in Thousands | 12 Months Ended
--- | ---
Dec. 31, 2021 | Dec. 31, 2020 | Dec. 31, 2019
Income Statement and Statement of Comprehensive Income [Abstract] |  |  |
Revenue | $ 1,098,499 | $ 909,990 | $ 1,106,603
Costs and expenses: |  |  |
Cost of revenue (exclusive of depreciation and amortization shown separately below) | 57,297 | 54,494 | 68,379
Selling and marketing expense | 773,990 | 617,404 | 735,180
General and administrative expense | 153,472 | 129,101 | 116,847
Product development | 52,865 | 43,636 | 39,953
Depreciation | 17,910 | 14,201 | 10,998
Amortization of intangibles | 42,738 | 53,078 | 55,241
Change in fair value of contingent consideration | (8,249) | 5,327 | 28,402
Severance | 53 | 295 | 1,026
Litigation settlements and contingencies | 392 | (943) | (151)
Total costs and expenses | 1,090,468 | 916,593 | 1,055,875
Operating income (loss) | 8,031 | (6,603) | 50,728
Other (expense) income, net: |  |  |
Interest expense, net | (46,867) | (36,300) | (20,271)
Other income | 123,272 | 376 | 524
Income (loss) before income taxes | 84,436 | (42,527) | 30,981
Income tax (expense) benefit | (11,298) | 19,961 | 8,479
Net income (loss) from continuing operations | 73,138 | (22,566) | 39,460
Loss from discontinued operations, net of tax | (4,023) | (25,689) | (21,632)
Net income (loss) and comprehensive income (loss) | $ 69,115 | $ (48,255) | $ 17,828
Weighted average shares outstanding: |  |  |
Basic (in shares) | 13,199 | 13,007 | 12,834
Diluted (in shares) | 13,695 | 13,007 | 14,619
Income (loss) per share from continuing operations: |  |  |
Basic (in dollars per share) | $ 5.54 | $ (1.73) | $ 3.07
Diluted (in dollars per share) | 5.34 | (1.73) | 2.70
Loss per share from discontinued operations: |  |  |
Basic (in dollars per share) | (0.30) | (1.98) | (1.69)
Diluted (in dollars per share) | (0.29) | (1.98) | (1.48)
Net income (loss) per share: |  |  |
Basic (in dollars per share) | 5.24 | (3.71) | 1.39
Diluted (in dollars per share) | $ 5.05 | $ (3.71) | $ 1.22

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