The federal to state devolution of welfare programs accent the need for state and local policy makers to anticipate aggregate welfare demand. Pooled regression analysis using six years of county-level Mississippi TANF data identified effects of rurality, education, unemployment, poverty levels, and family structure on caseload numbers.