The best replacement for r-squared is adjusted r-squared.

The best alternatives to r-squared are rated as following:
★★★★★  adjusted r-squared
★★★  r
★★  correlation
★  beta
★  tracking error
★  r-squared adjusted
★  correlation coefficient
★  r-squared

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r-squared
adjusted r-squared
r