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STOCK BASED COMPENSATION (Details) - USD ($)
3 Months Ended 6 Months Ended 12 Months Ended 50 Months Ended 60 Months Ended
Jun. 30, 2019
Jun. 30, 2018
Jun. 30, 2019
Jun. 30, 2018
Dec. 31, 2018
Jun. 30, 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)     292,150 367,500      
Options exercised (in shares)     (414,470) (337,000)      
Options canceled/forfeited (in shares)     (33,600) (5,200)      
Outstanding options at the end of the period (in shares) 1,808,960 2,282,315 1,808,960 2,282,315 1,964,880 1,808,960  
Exercisable options at the end of the period (in shares) 672,110 996,265 672,110 996,265   672,110  
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)     80.36 63.27      
Options exercised (in dollars per share)     44.70 31.60      
Options canceled/forfeited (in dollars per share)     57.61 62.04      
Outstanding options at the end of the period (in dollars per share) $ 60.59 $ 51.66 60.59 51.66 $ 54.24 $ 60.59  
Exercisable options at the end of the period (in dollars per share) $ 52.17 $ 44.04 $ 52.17 $ 44.04   $ 52.17  
Weighted Average Remaining Contractual Life              
Weighted-average remaining contractual term of options outstanding     5 years 6 months 25 days 5 years 4 months 2 days      
Weighted-average remaining contractual term of exercisable options     4 years 2 months 15 days 3 years 10 months 20 days      
Aggregate Intrinsic Value              
Options exercised (in dollars)     $ 14,941,000 $ 11,151,000      
Outstanding options at the end of the period (in dollars) $ 45,448,000 $ 33,224,000 45,448,000 33,224,000   $ 45,448,000  
Exercisable options at the end of the period (in dollars) 22,544,000 22,089,000 $ 22,544,000 $ 22,089,000   22,544,000  
Weighted-average fair value of grants (in dollars per share)     $ 13.33 $ 10.20      
Stock-based compensation expenses (in dollars) 1,400,000 1,300,000 $ 2,400,000 $ 2,300,000      
Income tax benefit from stock-based compensation (in dollars) 300,000 300,000 500,000 $ 500,000      
Unrecognized stock-based compensation expense (in dollars) 6,700,000   $ 6,700,000     6,700,000  
Weighted average grant date assumptions and weighted average fair value              
Weighted-average fair value of grants (in dollars per share)     $ 13.33 $ 10.20      
Risk-free interest rates (as a percent)     2.42% 2.69%      
Dividend yield (as a percent)     2.69% 3.15%      
Expected volatility (as a percent)     22.71% 22.88%      
Expected option life     4 years 11 months 15 days 5 years 21 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) 200,000 100,000 $ 300,000 $ 200,000      
Unrecognized stock-based compensation expense (in dollars) $ 1,500,000   $ 1,500,000     $ 1,500,000  
Weighted average grant date assumptions and weighted average fair value              
RSUs Granted     15,275     45,350  
RSUs Outstanding 44,431   44,431     44,431  
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) $ 200,000 $ 100,000 $ 300,000 $ 100,000      
Unrecognized stock-based compensation expense (in dollars) $ 400,000   $ 400,000     $ 400,000  
Weighted average grant date assumptions and weighted average fair value              
RSUs Granted     6,655     15,085  
RSUs Outstanding 7,402   7,402     7,402  
Grant date fair value of RSUs     $ 50,000   $ 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     4,000,000  
Weighted Number of Options Outstanding              
Options granted (in shares)     314,080     2,217,710