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This video explains fixed effects models and panel data analysis. It covers identifying an appropriate panel data analysis method, distinguishing between methods for estimating a fixed effect model, and interpreting results. An example is given using log earnings as the dependent variable and a dummy variable for marriage as the independent variable. Results showed married men earned 25% more than unmarried men. The video also raises the question of whether it is appropriate to use OLS with panel data sets.