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Equity-based compensation | 9 Months Ended
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Sep. 30, 2023
Share-Based Payment Arrangement [Abstract] |
Equity-based compensation | Equity-based compensation Equity-based compensation cost recognized for equity-based awards outstanding during the three and nine months ended September 30, 2023 and 2022 was as follows:
|  | Three Months Ended September 30, |  | Nine Months Ended September 30,
(in thousands) |  | 2023 |  | 2022 |  | 2023 |  | 2022
QLH restricted Class B-1 units |  | 14 |  |  | 53 |  |  | 73 |  |  | 185 |
Restricted Class A shares |  | 130 |  |  | 213 |  |  | 464 |  |  | 774 |
Restricted stock units |  | 14,310 |  |  | 14,397 |  |  | 43,406 |  |  | 43,257 |
Performance-based restricted stock units |  | — |  |  | (63) |  |  | — |  |  | — |
Total equity-based compensation |  | $ | 14,454 |  |  | $ | 14,600 |  |  | $ | 43,943 |  |  | $ | 44,216 |
Equity-based compensation cost was included in the following expense categories in the consolidated statements of operations during the three and nine months ended September 30, 2023 and 2022:
|  | Three Months Ended September 30, |  | Nine Months Ended September 30,
(in thousands) |  | 2023 |  | 2022 |  | 2023 |  | 2022
Cost of revenue |  | $ | 1,012 |  |  | $ | 999 |  |  | $ | 2,959 |  |  | $ | 2,637 |
Sales and marketing |  | 2,151 |  |  | 2,477 |  |  | 6,895 |  |  | 7,951 |
Product development |  | 1,905 |  |  | 2,426 |  |  | 6,176 |  |  | 7,321 |
General and administrative |  | 9,386 |  |  | 8,698 |  |  | 27,913 |  |  | 26,307 |
Total equity-based compensation |  | $ | 14,454 |  |  | $ | 14,600 |  |  | $ | 43,943 |  |  | $ | 44,216 |
As of September 30, 2023, total unrecognized compensation cost related to unvested QLH restricted Class B-1 units, restricted Class A shares, restricted stock units, and PRSUs was $30 thousand, $0.4 million, $59.2 million, and $0, respectively, which are expected to be recognized over weighted-average periods of 0.48 years, 0.72 years, 2.36 years, and 0.45 years, respectively.

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