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STOCK BASED COMPENSATION (Details) - USD ($)
3 Months Ended 12 Months Ended 47 Months Ended 60 Months Ended
Mar. 31, 2019
Mar. 31, 2018
Dec. 31, 2018
Mar. 31, 2019
May 06, 2015
Weighted Number of Options Outstanding          
Outstanding options at the beginning of the period (in shares) 1,964,880 2,257,015 2,257,015    
Options granted (in shares) 40,750 36,750      
Options exercised (in shares) (50,580) (147,370)      
Options canceled/forfeited (in shares) (19,100) (4,800)      
Outstanding options at the end of the period (in shares) 1,935,950 2,141,595 1,964,880 1,935,950  
Exercisable options at the end of the period (in shares) 702,250 853,835   702,250  
Weighted Average Exercise Price          
Outstanding options at the beginning of the period (in dollars per share) $ 54.24 $ 46.80 $ 46.80    
Options granted (in dollars per share) 66.16 64.42      
Options exercised (in dollars per share) 33.71 30.01      
Options canceled/forfeited (in dollars per share) 57.28 62.55      
Outstanding options at the end of the period (in dollars per share) 55.00 48.22 $ 54.24 $ 55.00  
Exercisable options at the end of the period (in dollars per share) $ 47.84 $ 40.27   $ 47.84  
Weighted Average Remaining Contractual Life          
Weighted-average remaining contractual term of options outstanding 5 years 1 month 21 days 4 years 10 months 24 days      
Weighted-average remaining contractual term of exercisable options 3 years 8 months 23 days 3 years 3 months 26 days      
Aggregate Intrinsic Value          
Options exercised (in dollars) $ 1,795,000 $ 5,001,000      
Outstanding options at the end of the period (in dollars) 32,589,000 32,883,000   $ 32,589,000  
Exercisable options at the end of the period (in dollars) $ 16,794,000 $ 19,834,000   16,794,000  
Weighted-average fair value of grants (in dollars per share) $ 11.35 $ 9.16      
Stock-based compensation expenses (in dollars) $ 1,000,000 $ 1,000,000      
Income tax benefit from stock-based compensation (in dollars) 200,000 $ 200,000      
Unrecognized stock-based compensation expense (in dollars) $ 4,900,000     4,900,000  
Weighted average grant date assumptions and weighted average fair value          
Weighted-average fair value of grants (in dollars per share) $ 11.35 $ 9.16      
Risk-free interest rates (as a percent) 2.94% 2.02%      
Dividend yield (as a percent) 2.98% 3.60%      
Expected volatility (as a percent) 22.84% 22.93%      
Expected option life 5 years 1 month 10 days 5 years 1 month 17 days      
Restricted Stock Units (RSUs) [Member]          
Share-based Compensation Arrangement by Share-based Payment Award          
Award vesting period 3 years        
Age and period of service of the participant to be eligible for retirement 75 years        
Aggregate Intrinsic Value          
Stock-based compensation expenses (in dollars) $ 100,000 $ 100,000      
Unrecognized stock-based compensation expense (in dollars) $ 600,000     $ 600,000  
Weighted average grant date assumptions and weighted average fair value          
RSUs Granted       30,075  
RSUs Outstanding 29,793     29,793  
Outside director | Restricted Stock Units (RSUs) [Member]          
Share-based Compensation Arrangement by Share-based Payment Award          
Award vesting period 1 year        
Aggregate Intrinsic Value          
Stock-based compensation expenses (in dollars) $ 100,000        
Unrecognized stock-based compensation expense (in dollars) $ 100,000     $ 100,000  
Weighted average grant date assumptions and weighted average fair value          
RSUs Granted       8,430  
RSUs Outstanding 8,656     8,656  
Grant date fair value of RSUs     $ 50,000    
RLI Corp. Long-Term Incentive Plan (LTIP) and Omnibus Stock Plan          
Share-based Compensation Arrangement by Share-based Payment Award          
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        
RLI Corp. Long-Term Incentive Plan (2010 LTIP)          
Share-based Compensation Arrangement by Share-based Payment Award          
Shares authorized for grant         4,000,000
Weighted Number of Options Outstanding          
Options granted (in shares)         2,878,000
RLI Corp. Long-Term Incentive Plan (2015 LTIP)          
Share-based Compensation Arrangement by Share-based Payment Award          
Shares authorized for grant 4,000,000     4,000,000  
Weighted Number of Options Outstanding          
Options granted (in shares) 40,750     1,944,380