The best replacement for z scores is t scores.

The best alternatives to z scores are rated as following:
★★★★★  t scores
★★  raw scores
★  percentiles

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Speaking about z scores, one probably shouldn't forget about normal distribution.

Other search terms related to z scores and their ratings are:
★★★★★ normal distribution
★★ confidence intervals
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