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Stock Based Compensation - Additional Information (Details) - USD ($)
3 Months Ended 9 Months Ended 12 Months Ended 60 Months Ended 65 Months Ended
Sep. 30, 2020
Sep. 30, 2019
Sep. 30, 2020
Sep. 30, 2019
Dec. 31, 2019
May 06, 2015
Sep. 30, 2020
Share Based Compensation Arrangement By Share Based Payment Award [Line Items]              
Options granted (in shares)     275,977 324,525      
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        
Weighted average exercise price     $ 93.39 $ 81.27      
Weighted-average fair value     $ 13.33 $ 13.47      
Stock-based compensation expenses $ 1,300,000 $ 1,200,000 $ 2,800,000 $ 3,600,000      
Income tax benefit from stock-based compensation 300,000 200,000 600,000 700,000      
Unrecognized stock-based compensation expense 5,600,000   $ 5,600,000       $ 5,600,000
Restricted Stock Units (RSUs)              
Share Based Compensation Arrangement By Share Based Payment Award [Line Items]              
Award vesting period     3 years        
Age and period of service of the participant to be eligible for retirement     75 years        
Stock-based compensation expenses 200,000 300,000 $ 500,000 600,000      
Unrecognized stock-based compensation expense $ 1,600,000   $ 1,600,000       $ 1,600,000
RSUs Granted             58,420
RSUs Outstanding 41,826   41,826       41,826
Restricted Stock Units (RSUs) | Outside director              
Share Based Compensation Arrangement By Share Based Payment Award [Line Items]              
Award vesting period     1 year        
Stock-based compensation expenses $ 100,000 $ 100,000 $ 200,000 $ 500,000      
RSUs Granted             20,445
RSUs Outstanding 5,375   5,375       5,375
Grant date fair value of RSUs     $ 50,000   $ 50,000    
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       4,000,000
Options granted (in shares)             2,576,867