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REVENUE RECOGNITION - Disaggregation of Revenue (Details) - USD ($)
$ in Thousands
3 Months Ended 9 Months Ended
May 31, 2020
May 31, 2019
May 31, 2020
May 31, 2019
Disaggregation of Revenue [Line Items]        
Net sales $ 1,341,683 $ 1,605,872 $ 4,067,354 $ 4,285,997
Steel Products        
Disaggregation of Revenue [Line Items]        
Net sales 1,080,518 1,256,266 3,230,303 3,272,073
Ferrous Scrap        
Disaggregation of Revenue [Line Items]        
Net sales 72,494 115,847 214,830 351,170
Nonferrous Scrap        
Disaggregation of Revenue [Line Items]        
Net sales 89,179 128,873 326,391 388,905
Construction Materials        
Disaggregation of Revenue [Line Items]        
Net sales 72,637 71,228 206,225 188,589
Other        
Disaggregation of Revenue [Line Items]        
Net sales 26,855 33,658 89,605 85,260
Americas Recycling        
Disaggregation of Revenue [Line Items]        
Net sales 148,021 228,786 499,707 694,855
Americas Recycling | Steel Products        
Disaggregation of Revenue [Line Items]        
Net sales 204 238 459 679
Americas Recycling | Ferrous Scrap        
Disaggregation of Revenue [Line Items]        
Net sales 63,735 106,404 188,077 323,311
Americas Recycling | Nonferrous Scrap        
Disaggregation of Revenue [Line Items]        
Net sales 83,650 121,581 309,730 369,660
Americas Recycling | Construction Materials        
Disaggregation of Revenue [Line Items]        
Net sales 0 0 0 0
Americas Recycling | Other        
Disaggregation of Revenue [Line Items]        
Net sales 432 563 1,441 1,205
Americas Mills        
Disaggregation of Revenue [Line Items]        
Net sales 451,278 536,035 1,396,837 1,382,501
Americas Mills | Steel Products        
Disaggregation of Revenue [Line Items]        
Net sales 420,169 501,925 1,298,980 1,294,217
Americas Mills | Ferrous Scrap        
Disaggregation of Revenue [Line Items]        
Net sales 8,698 8,916 26,320 26,802
Americas Mills | Nonferrous Scrap        
Disaggregation of Revenue [Line Items]        
Net sales 3,091 4,080 9,981 10,568
Americas Mills | Construction Materials        
Disaggregation of Revenue [Line Items]        
Net sales 0 0 0 0
Americas Mills | Other        
Disaggregation of Revenue [Line Items]        
Net sales 19,320 21,114 61,556 50,914
Americas Fabrication        
Disaggregation of Revenue [Line Items]        
Net sales 567,782 629,510 1,648,540 1,590,746
Americas Fabrication | Steel Products        
Disaggregation of Revenue [Line Items]        
Net sales 494,519 554,672 1,436,011 1,392,442
Americas Fabrication | Ferrous Scrap        
Disaggregation of Revenue [Line Items]        
Net sales 0 2 1 2
Americas Fabrication | Nonferrous Scrap        
Disaggregation of Revenue [Line Items]        
Net sales 0 0 0 0
Americas Fabrication | Construction Materials        
Disaggregation of Revenue [Line Items]        
Net sales 72,637 71,228 206,225 188,589
Americas Fabrication | Other        
Disaggregation of Revenue [Line Items]        
Net sales 626 3,608 6,303 9,713
International Mill        
Disaggregation of Revenue [Line Items]        
Net sales 173,465 209,022 518,161 610,640
International Mill | Steel Products        
Disaggregation of Revenue [Line Items]        
Net sales 165,626 199,431 494,853 584,735
International Mill | Ferrous Scrap        
Disaggregation of Revenue [Line Items]        
Net sales 61 525 432 1,055
International Mill | Nonferrous Scrap        
Disaggregation of Revenue [Line Items]        
Net sales 2,438 3,212 6,680 8,677
International Mill | Construction Materials        
Disaggregation of Revenue [Line Items]        
Net sales 0 0 0 0
International Mill | Other        
Disaggregation of Revenue [Line Items]        
Net sales 5,340 5,854 16,196 16,173
Corporate        
Disaggregation of Revenue [Line Items]        
Net sales 1,137 2,519 4,109 7,255
Corporate | Steel Products        
Disaggregation of Revenue [Line Items]        
Net sales 0 0 0 0
Corporate | Ferrous Scrap        
Disaggregation of Revenue [Line Items]        
Net sales 0 0 0 0
Corporate | Nonferrous Scrap        
Disaggregation of Revenue [Line Items]        
Net sales 0 0 0 0
Corporate | Construction Materials        
Disaggregation of Revenue [Line Items]        
Net sales 0 0 0 0
Corporate | Other        
Disaggregation of Revenue [Line Items]        
Net sales $ 1,137 $ 2,519 $ 4,109 $ 7,255