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This video covers fixed effects models and panel data analysis. By the end of the video, viewers should be able to identify appropriate panel data analysis methods, distinguish between methods for estimating a fixed effect model, and interpret the results of a fixed effects model. The example used is the effect of marriage on earnings for men, with results showing that married men earn 25% more than unmarried men. A concern is raised about using OLS with panel data, as it may not be appropriate.