Panel data analysis was conducted on economic data from six African countries to compare fixed effects and random effects models. The random effects model had a low coefficient of determination, indicating poor fit. Various fixed effects models were tested, with LSDV showing the best match. The findings suggest that fixed effects modeling is more appropriate for the data than random effects modeling.