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This video covers fixed effects models and panel data analysis. By the end, viewers will be able to identify appropriate methods for panel data analysis, distinguish between methods for estimating fixed effect models, and interpret the results. An example examines 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 that married men earned 25% more than unmarried men. However, there is a concern about using OLS for panel data analysis. Pooled OLS is used when disregarding the panel nature of the data set.