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Stock-based Compensation (Tables)
3 Months Ended
Mar. 31, 2021
Share-based Payment Arrangement [Abstract]  
Fair value assumptions
The fair value of each option granted for the three months ended March 31, 2021 and 2020 is estimated on the date of grant using the Black-Scholes model based on the following assumptions:
Three Months Ended
March 31,
20212020
Weighted average expected term (years)6.16.1
Risk-free interest rate0.7%1.3%
Volatility50%40%
Expected dividend yield0%0%
Stock options activity
Stock options
Number of
Options
Weighted-
Average
Exercise
Price
Weighted-Average Remaining Contractual Term (Years)Aggregate Intrinsic Value
Outstanding as of December 31, 20204,944,711$20.50 8.30$506.58 
Granted627,550132.01 
Exercised(577,162)10.64 
Cancelled(153,483)32.36 
Outstanding as of March 31, 20214,841,616$35.29 8.32$303.92 
Options exercisable as of March 31, 20211,557,787$11.29 7.34$127.49 
Options unvested as of March 31, 20213,283,829$46.68 8.78$176.43 
Restricted stock units activity
Restricted Stock Units
Number of sharesGrant Date
Fair Value
Outstanding as of December 31, 2020— — 
Granted50,250 $159.02 
Vested— — 
Cancelled— — 
Outstanding as of March 31, 202150,250 $159.02 
Stock-based compensation expense
Stock-based compensation expense was classified in the condensed consolidated statements of operations as follows ($ in millions):
Three Months Ended March 31,
20212020
Loss and loss adjustment expense, net$0.2 $— 
Other insurance expense0.2 0.2 
Sales and marketing1.1 0.7 
Technology development0.7 0.6 
General and administrative3.9 0.7 
Total stock-based compensation expense$6.1 $2.2 
Stock-based compensation expense classified by award type as included in the condensed consolidated statements of operations follows ($ in millions):
Three Months Ended March 31,
20212020
Stock options$5.5 $2.2 
RSUs0.6 — 
Total stock-based compensation expense$6.1 $2.2