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Stock-based Compensation (Tables)
6 Months Ended
Jun. 30, 2020
Share-based Payment Arrangement [Abstract]  
Fair value assumptions
The fair value of each option granted during the six months ended June 30, 2020 and 2019 is estimated on the date of grant using the Black-Scholes model with the following assumptions:
Six Months Ended
June 30,
20202019
Weighted average expected term (years)6.16.1
Risk-free interest rate1.0%2.5%
Volatility40%50%
Expected dividend yield0%0%
Stock options activity
The following table summarizes activity of stock options ($ in millions, except for option and average amounts):
Number of
Options
Weighted-
Average
Exercise
Price
Weighted-Average Remaining Contractual Term (Years)Aggregate Intrinsic Value
Outstanding as of December 31, 20194,048,802$13.27  8.8$42.2  
Granted707,03024.41  
Exercised(84,936)2.08  
Cancelled(92,376)20.28  
Outstanding as of June 30, 20204,578,520$15.06  8.6$43.1  
Options exercisable as of June 30, 20201,222,898$4.79  7.3$24.1  
Options vested and expected to vest as of June 30, 20204,578,520$15.06  8.6$43.1  
Stock-based compensation expense
Stock-based compensation expense was classified in the condensed consolidated statements of operations as follows ($ in millions):
Three Months Ended
June 30,
Six Months Ended
June 30,
2020201920202019
Loss and loss adjustment expense, net$0.1  $—  $0.1  $—  
Other insurance expense0.2  0.1  0.4  0.2  
Sales and marketing0.6  0.1  1.3  0.2  
Technology development0.7  0.1  1.3  0.1  
General and administrative0.8  0.1  1.5  0.3  
Total stock-based compensation expense$2.4  $0.4  $4.6  $0.8