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This video covers fixed effects models and panel data analysis methods. By the end, viewers will be able to identify appropriate panel data analysis techniques, distinguish between three methods for estimating a fixed effect model, and interpret the results. The example used is the effect of marriage on earnings for men, with a model using log earnings as a dependent variable and a dummy variable for marriage as an independent variable. Results showed married men earned 25% more than unmarried men. The concern raised was the use of OLS with panel data, as pooled OLS may not account for the panel nature of the dataset.