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STOCK BASED COMPENSATION (Details) - USD ($)
$ / shares in Units, $ in Thousands
3 Months Ended 9 Months Ended 17 Months Ended 60 Months Ended
Sep. 30, 2016
Sep. 30, 2015
Sep. 30, 2016
Sep. 30, 2015
Sep. 30, 2016
May 06, 2015
May 05, 2010
Weighted Number of Options Outstanding              
Outstanding options at the beginning of the period (in shares)     2,582,220 2,892,717      
Options granted (in shares)     410,250 517,000      
Options exercised (in shares)     (638,675) (511,187)      
Options canceled/forfeited (in shares)     (8,940) (4,560)      
Outstanding options at the end of the period (in shares) 2,344,855 2,893,970 2,344,855 2,893,970 2,344,855    
Exercisable options at the end of the period (in shares) 939,785 1,197,470 939,785 1,197,470 939,785    
Weighted Average Exercise Price              
Outstanding options at the beginning of the period (in dollars per share)     $ 32.42 $ 26.65      
Options granted (in dollars per share)     64.15 50.09      
Options exercised (in dollars per share)     23.67 18.27      
Options canceled/forfeited (in dollars per share)     41.90 31.87      
Outstanding options at the end of the period (in dollars per share) $ 40.32 $ 32.31 40.32 32.31 $ 40.32    
Exercisable options at the end of the period (in dollars per share) $ 31.10 $ 23.89 $ 31.10 $ 23.89 $ 31.10    
Weighted Average Remaining Contractual Life              
Weighted-average remaining contractual term of options outstanding     5 years 1 month 13 days 5 years 3 months 15 days      
Weighted-average remaining contractual term of exercisable options     3 years 6 months 29 days 4 years 4 days      
Aggregate Intrinsic Value              
Options exercised (in dollars)     $ 27,704 $ 17,845      
Outstanding options at the end of the period (in dollars) $ 65,748 $ 61,522 65,748 61,522 $ 65,748    
Exercisable options at the end of the period (in dollars) 35,016 35,497 $ 35,016 $ 35,497 35,016    
Weighted-average fair value of grants (in dollars per share)     $ 11.47 $ 9.04      
Stock-based compensation expenses (in dollars) 1,000 1,100 $ 3,200 $ 3,000      
Income tax benefit from stock-based compensation (in dollars) 400 $ 400 1,100 $ 1,100      
Unrecognized stock-based compensation expense (in dollars) $ 7,100   $ 7,100   $ 7,100    
Weighted average grant date assumptions and weighted average fair value              
Weighted-average fair value of grants (in dollars per share)     $ 11.47 $ 9.04      
Risk-free interest rates (as a percent)     1.21% 1.53%      
Dividend yield (as a percent)     1.61% 1.81%      
Expected volatility (as a percent)     23.06% 22.89%      
Expected option life     5 years 15 days 5 years 2 months 16 days      
Period for which annualized dividends is considered to calculate dividend yield     5 years        
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        
Omnibus Stock Plan              
Share-based Compensation Arrangement by Share-based Payment Award              
Shares authorized for grant             3,000,000
Weighted Number of Options Outstanding              
Options granted (in shares)             2,458,059
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 LITP)              
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)     410,250   920,250