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Income Taxes
12 Months Ended
Dec. 31, 2022
Income Tax Disclosure [Abstract]  
Income Taxes Income Taxes
The effective tax rate as compared to the U.S. federal statutory rate of 21% differs primarily due to change in valuation allowance against deferred taxes and non-deductible expenses, partially offset by state income taxes and tax benefits associated with stock-based compensation expense and research and development tax credits.
Set forth below is a reconciliation of the components that caused our provision for income taxes to differ from amounts computed by applying the United States federal statutory rate:
 
Year Ended December 31,
 202220212020
U.S. federal statutory income tax rate21 %21 %21 %
State and local income taxes, net of federal benefit(214)
Stock-based compensation expense(426)(3)
Non-deductible officers' compensation(6)47 — 
Meals and entertainment— — 
Change in valuation allowance(37)795 — 
Other permanent differences(1)20 
Research and development tax credits(205)(2)
Provision for income taxes(2)%41 %20 %
The provision for income tax consists of the following (in thousands):
Year Ended December 31,
202220212020
Current
       Federal$1,313 $20 $3,982 
       State and local686 346 5,444 
Total current1,999 366 9,426 
Deferred
       Federal(854)(10,966)27,982 
       State and local257 11,306 1,020 
Total deferred(597)340 29,002 
Total income tax provision$1,402 $706 $38,428 

The components of deferred tax assets (liabilities) were as follows (in thousands):
 
December 31,
 20222021
Deferred income tax assets:  
Net operating loss carryforwards$5,802 $10,849 
Research and development tax credits18,558 15,966 
Capitalized research and software costs14,706 — 
Stock-based compensation5,105 3,965 
Lease liability14,260 13,983 
Other3,614 2,853 
Total deferred tax assets62,045 47,616 
Valuation allowance(43,776)(17,217)
Deferred tax assets, net of valuation allowance18,269 30,399 
Deferred tax liabilities:  
Capitalized research and software costs— (9,972)
Property and equipment(4,914)(5,024)
Intangible assets(940)(1,558)
Capitalized commissions(4,217)(3,296)
Lease asset(6,249)(11,056)
Other(2,634)(1,171)
Total deferred tax liabilities(18,954)(32,077)
Total net deferred tax liabilities$(685)$(1,678)

At December 31, 2022, we had state net operating loss carryforwards $66.0 million. The state net operating losses will begin to expire in 2028. At December 31, 2022, we also had federal and state research and development credit carryforwards of $8.7 million and $19.3 million, respectively. The federal credit carryforwards will begin to expire in 2040, while the state credit carryforwards apply indefinitely. Utilization of our net operating loss and credit carryforwards may be subject to annual limitation due to the ownership change limitations provided by the Internal Revenue Code and similar state provisions. We have undertaken an analysis and have determined that there are no limitations on the tax attributes at December 31, 2022.
The change in the valuation allowance are as follows (in thousands):
 
Year Ended December 31,
 202220212020
Valuation allowance, at beginning of year$17,217 $— $— 
Increase in valuation allowance26,559 17,217 — 
Valuation allowance, at end of year$43,776 $17,217 $— 
 
The following is a reconciliation of the total amounts of reserves for unrecognized tax benefits from uncertain tax positions (in thousands):
 
Year Ended December 31,
 202220212020
Unrecognized tax benefit beginning of year$7,816 $6,141 $4,421 
Increases-tax positions in current year1,639 1,675 1,720 
Unrecognized tax benefit end of year$9,455 $7,816 $6,141 
The unrecognized tax benefits are recorded as a reduction to the deferred tax assets and liabilities.
At December 31, 2022 and 2021, we had no accrued interest and penalties related to uncertain income tax positions. We do not anticipate that the amount of unrecognized tax benefits will significantly increase or decrease within the next twelve months.
We are subject to taxation in the United States and various states. Due to the net operating loss carryforwards, our federal and state returns are open to examination by the Internal Revenue Service and state jurisdictions for all years since inception.