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Employee Benefits - Stock Plans - Additional Information (Details) - USD ($)
$ in Millions
12 Months Ended 60 Months Ended 80 Months Ended
Dec. 31, 2021
Dec. 31, 2020
Dec. 31, 2019
May 06, 2015
Dec. 31, 2021
Share Based Compensation Arrangement By Share Based Payment Award [Line Items]          
Options granted (in shares) 260,271        
Intrinsic value of options $ 12.2 $ 15.5 $ 20.0    
RLI Corp. Long-Term Incentive Plan (2010 LTIP)          
Share Based Compensation Arrangement By Share Based Payment Award [Line Items]          
Shares authorized for grant       4,000,000  
Options granted (in shares)       2,878,000  
RLI Corp. Long-Term Incentive Plan (2015 LTIP)          
Share Based Compensation Arrangement By Share Based Payment Award [Line Items]          
Shares authorized for grant 4,000,000       4,000,000
Options granted (in shares) 277,051       2,900,420
Stock-based compensation expenses $ 6.4 5.4 6.0    
Income tax benefit from stock-based compensation 1.0 $ 0.9 $ 0.9    
Unrecognized stock-based compensation expense $ 6.0       $ 6.0
Stock-based compensation expenses, recognition period 2 years 3 months 29 days        
RLI Corp. Long-Term Incentive Plan (LTIP 2010 and LTIP 2015) | Stock Options          
Share Based Compensation Arrangement By Share Based Payment Award [Line Items]          
Award vesting period 5 years        
Term of options 8 years        
Age and period of service of the participant to be eligible for retirement 75 years