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This video explores fixed effect models and panel data analysis. By the end of the tutorial, viewers will be able to identify appropriate panel data analysis methods, distinguish between methods for estimating fixed effect models, and interpret the results. A case study on the effect of marriage on men's earnings used log earnings as the dependent variable and a dummy variable for marriage as the independent variable. Results from OLS estimation showed that married men earned 25% more than unmarried men, but the use of OLS with panel data was questioned. Pooled OLS was criticized for disregarding the panel nature of the data set.