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As such, the course will discuss the theory of panel data and at the same time illustrate how to use panel data estimators. We will cover linear and non‐linear panel data models, which are a natural extension from their cross‐sectional counterparts.. Both gre, gpa, and the three indicator variables for rank are statistically significant. The probit regression coefficients give the change in the z-score or probit index for a one unit change in the predictor. For a one unit increase in gre, the z-score increases by 0.001. For each one unit increase in gpa, the z-score increases by 0.478. 2022. 4. 26. · Some drawbacks are data collection issues (i.e. sampling design, coverage), non-response in the case of micro panels or cross-country dependency in the case of macro panels (i.e. correlation between countries) Note: For a comprehensive list of advantages and disadvantages of panel data see Baltagi, Econometric Analysis of Panel Data (chapter 1). 3.