Panel Data Analysis II —Fixed Effects, Random Effects, Correlated Random Effects

1 junho 2022, 12:00 Hugo Castro Silva

Panel Data Analysis II — Fixed Effects, Random Effects, Correlated Random Effects

1. Fixed effects
  • The within transformation.
  • Time-demeaning variables.
  • Estimating the within transformation with pooled OLS (POLS)
  • Application (example 14.1)
  • Effects that change over time, using FE
  • Application (example 14.2)
  • The dummy variable regression
  • Fixed Effects vs First Differencing
  • Fixed effects with unbalanced panels
2. Random effects
  • Random effects: motivation
  • Random effects: quasi-demeaned transformation
  • Application (Example 14.4)
  • RE vs POLS
  • RE vs FE
3. The Correlated Random Effects approach
4. Applying data panel methods to other data structures