Madison appointed several new cabinet members after winning re-election. Hamilton was finally replaced by William Jones, while John Armstrong Jr. replaced Eustis, much to the dismay of Monroe, who hated Armstrong.
Madison's cabinet changes after his re-election included replacing Hamilton with Jones and Eustis with Armstrong, a move that displeased Monroe who disliked Armstrong.