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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 an appropriate panel data analysis method for a given question, distinguish between different methods for estimating a fixed effect model, and interpret the results of a fixed effects model. Using a model to analyze the effect of marriage on earnings for men, the video demonstrates the use of log earnings as a dependent variable and a dummy variable for married as the independent variable. Results show that married men earn 25% more than unmarried men. The video also raises a concern about using OLS with panel or longitudinal data, as it may not account for the unique nature of the dataset.