Longitudinal Regression Models for Population Dynamics

1. Foundations of Longitudinal Data Analysis: Designs, Trajectories, and Causal Leverage. 2. Administrative Longitudinal Data: Architecture, Governance, and Harmonisation. 3. Synthetic Panels for Methods: From Data Engineering to Estimation Strategy. 4. Exploratory Analysis of Longitudinal Data: Quality Audits, Visualisation, and Pre-Modelling Decisions. 5. Within-Subject Inference: Fixed-Effects Models for Wage Inequality. 6. Between-Subject Heterogeneity: Random-Effects Models for Education and Mortality. 7. Population-Averaged Inference: Generalised Estimating Equations for Income Dynamics and Upward Mobility.

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• Probabilidade e Estatística
• Métodos de pesquisa: geral

fixed effects modeling;administrative data analysis;SAS statistical procedures;social science methodology;data privacy ethics;population research methods;longitudinal administrative data applications