@MichiganWater bgoodri updated the instructions, so I think you can give it a try now. The instructions recommend the R toolchain installer for Mac, which should work for your OS with R > 4.0, but @Anirban_Mukherjee is also right that Xcode (or even a subset of Xcode) will also work.
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