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This video covers fixed effects models and panel data analysis. By the end of the video, viewers will be able to identify appropriate panel data analysis methods, understand the three methods for estimating a fixed effect model, and interpret the results of a fixed effects model. The tutorial explores the effect of marriage on men's earnings using log earnings as the dependent variable and a dummy variable for marriage as the independent variable. Results from a National Longitudinal Survey of Youth show that married men earn 25% more than unmarried men. The video raises the question of whether it is appropriate to use OLS for panel data analysis.