What is Performance Impact Score in Machine Learning?

Performance Impact Score

Performance impact score is a measure of how much worse your metric of interest is on the slice compared to the average. Sorting by performance impact score enables you to narrow in on a slice impacting performance (i.e. accuracy).

For the full definition including the math behind it, see Arize's whitepaper on "The Next Evolutionary Step In Model Performance Management."

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