Stata 18 _verified_ -

Fast xtlogit with many fixed effects xtlogit y x1 x2, i(id) fe

This is memory-efficient and conceptually cleaner than traditional merge . Stata 18

: Provides more reliable inference when you have a small number of clusters in your data. Improvements to Workflow Fast xtlogit with many fixed effects xtlogit y