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This video covers fixed effects models and panel data. By the end of the video, viewers should be able to identify appropriate panel data analysis methods, distinguish between methods for estimating fixed effect models, and interpret the results. An example used in the video is analyzing the effect of marriage on men's earnings, where a fixed effects model showed that married men earned 25% more than unmarried men. The video also raised concerns about using OLS with panel data, as it may not account for the panel nature of the dataset.