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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 an appropriate panel data analysis method, differentiate between methods for estimating a fixed effect model, and interpret the results of a fixed effects model. The example question addressed is the effect of marriage on men's earnings. Using log earnings as the dependent variable and married as the independent variable, the model estimated that married men earned 25% more than unmarried men. However, there is a concern about using OLS with panel data. Pooled OLS can be problematic when not considering the panel nature of the dataset.