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Debt (6.50% Exchangeable Senior Notes) (Details) - USD ($)
$ / shares in Units, shares in Millions
3 Months Ended 12 Months Ended
Dec. 31, 2022
Dec. 31, 2022
Dec. 31, 2021
Aug. 19, 2022
Feb. 24, 2021
Debt Instrument [Line Items]          
Common stock, par value (in dollars per share) $ 0.01 $ 0.01 $ 0.01    
Write off of deferred loan costs to loss on extinguishment of debt   $ 2,300,000      
6.50% Exchangeable Senior Notes due 2026          
Debt Instrument [Line Items]          
Stated interest rate 6.50% 6.50% 6.50%    
5.875% Senior Notes due 2024          
Debt Instrument [Line Items]          
Debt instrument, face amount $ 178,300,000 $ 178,300,000      
Stated interest rate 5.875% 5.875% 5.875% 5.875%  
5.875% Senior Notes due 2022          
Debt Instrument [Line Items]          
Stated interest rate       5.875%  
Convertible Notes | 6.50% Exchangeable Senior Notes due 2026          
Debt Instrument [Line Items]          
Debt instrument, face amount         $ 230,000,000
Stated interest rate 6.50% 6.50% 6.50%   6.50%
Debt instrument, maturity date   Feb. 23, 2026      
Debt instrument, payment terms   Interest on the notes is payable semi-annually in arrears on March 1 and September 1 of each year, beginning on September 1, 2021.      
Interest expense related to debt   $ 14,800,000 $ 12,900,000    
Debt instrument, commencement date of first required payment   Sep. 01, 2021      
Debt instrument, frequency of payment   semi-annually      
Debt exchange, description   Subject to certain restrictions on share ownership and transfer, holders may exchange the Convertible Notes at their option prior to the close of business on the business day immediately preceding November 25, 2025, but only under the following circumstances: (1) during the five consecutive business day period after any five consecutive trading day period, or the measurement period, in which the trading price per $1,000 principal amount of Convertible Notes for each trading day of such measurement period was less than 98% of the product of the last reported sale price of the Company’s common stock and the exchange rate for the Convertible Notes on each such trading day; or (2) upon the occurrence of certain specified corporate events. On or after November 25, 2025, until the close of business on the second scheduled trading day immediately preceding the maturity date of the Convertible Notes, holders may exchange their Convertible Notes at any time, regardless of the foregoing circumstances. Upon exchange of a Convertible Note, GEO will pay or deliver, as the case may be, cash or a combination of cash and shares of the Company’s common stock. As of December 31, 2022, conditions had not been met to exchange the Convertible Notes.      
Debt instrument, initial conversion rate per $1,000 principal amount   108.4011      
Debt instrument, initial conversion price $ 9.225 $ 9.225      
Percentage of principal amount of notes to be purchased   100.00%      
Costs incurred in issuance, including initial purchasers discount $ 9,600,000 $ 9,600,000      
Dilutive Impact 1.3        
Convertible Notes | 6.50% Exchangeable Senior Notes due 2026 | Maximum          
Debt Instrument [Line Items]          
Percentage of trading price per $1,000 principal amount against last reported sale price and exchange rate of notes   98.00%      
Convertible Notes | 6.50% Exchangeable Senior Notes due 2026 | Over-Allotment Option          
Debt Instrument [Line Items]          
Debt instrument, face amount         $ 30,000,000
Senior Notes | 5.875% Senior Notes due 2024          
Debt Instrument [Line Items]          
Stated interest rate 5.875% 5.875% 5.875%    
Redemption of outstanding amount   $ 194,000,000.0      
Write off of deferred loan costs to loss on extinguishment of debt     $ 700,000    
Senior Notes | 5.875% Senior Notes due 2022          
Debt Instrument [Line Items]          
Stated interest rate 5.875% 5.875%