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Leases
12 Months Ended
Dec. 31, 2022
Commitments and Contingencies Disclosure [Abstract]  
Lessee, Operating Leases
Note 16. Leases
Operating lease expense was as follows:
 For the Years Ended December 31,
Lease TypeClassification202220212020
Parking leasesCompensation and benefits$398 $518 $520 
Office leases (1)
Occupancy18,979 14,463 14,991 
Variable lease cost (2)
Occupancy351 110 135 
Short-term lease cost (2)
Occupancy710 455 343 
Sublease incomeOccupancy(133)(267)(429)
Office equipment leasesCommunication and technology134 247 281 
Total operating lease expense$20,439 $15,526 $15,841 
(1) Office lease expense includes impairment charges of $1.4 million and $0.9 million for the years ended December 31, 2022 and 2020, respectively, related to the abandonment of leased office space.
(2) Variable and short-term lease costs are excluded from the measurement of operating lease liabilities.
During the year ended December 31, 2022, the Company recognized asset impairment loss of $1.4 million related to the abandonment of a leased office location. The loss is recorded in occupancy expense based on the present value of expected future cash flows.
The table below presents the maturity of operating lease liabilities:
As of December 31, 2022
2023$18,698 
202418,619 
202518,524 
202617,783 
202716,540 
Thereafter53,592 
Total undiscounted lease payments143,756 
Adjustment to discount to present value(22,909)
Operating lease liabilities$120,847 
As of December 31, 2022, none of the options to extend lease terms were reasonably certain of being exercised. Other information related to leases was as follows:
 For the Years Ended December 31,
202220212020
Weighted average discount rate4.1 %4.4 %4.6 %
Weighted average remaining lease term9.0 years8.3 years7.4 years
Operating cash flows for operating leases16,393 16,821 16,546