This overview of imputation techniques for panel data is insightful and highlights the importance of addressing missing values to preserve analysis quality. The distinction between single and multiple imputation is clearly articulated, emphasizing that while single imputation is quick, multiple imputation offers a more robust solution. This guidance will be invaluable for users working with Stata to ensure more accurate and reliable results in their analyses.