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This video covers fixed effects models and panel data analysis. By the end, viewers should be comfortable identifying the appropriate panel data analysis method for a given question and distinguishing between three methods for estimating a fixed effect model. The example used is examining the effect of marriage on earnings for men 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, but there are concerns about using OLS for panel data. Pooled OLS may not be suitable for panel data, and alternative methods should be considered.