Measures Of Population Stability and Instability
DOI:
https://doi.org/10.31224/2446Keywords:
population stability, no binning, numeric shifts, categorical redistribution, mixed - numeric with missing, Jensen-Shannon, Absolute Area Between mid-CDFs, Risk AnalysisAbstract
PSI measures distribution stability of a variable. A popularly used PSI is undesirable. Creating binned ranges for its calculation is a chore. The range boundaries and the number of bins could affect the PSI quantity. Bin ordering makes no difference thus all variables are treated as categorical. We build our PSI without requiring binning, distinguishes numeric shifts from categorical redistribution, and create a mechanism to unify the two for mixed ordinal/categorical variables.
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Posted
2022-07-05
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Copyright (c) 2022 Daniel Tom, Ph.D.

This work is licensed under a Creative Commons Attribution 4.0 International License.