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This video discusses fixed effects models and panel data analysis. By the end of the video, you should be able to identify the appropriate panel data analysis method, understand the three methods for estimating a fixed effect model, and interpret the results of a fixed effects model. An example is presented on the effect of marriage on earnings for men using log earnings as a dependent variable and a dummy variable for married as the independent variable. Results show that married men earned 25% more than unmarried men. However, using OLS with panel data raises concerns about the validity of the results.