Combining Panel Data Sets with Attrition and Refreshment Samples

By Keisuke Hirano, Guido W. Imbens, Geert Ridder, Donald B. Rubin. 2001

177 citations recorded by the source corpus.

Subfields: Economics and Econometrics, Sociology and Political Science, Statistics and Probability

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Economics and Econometrics

In Sociology and Political Science

In Statistics and Probability

Citations in the corpus

Approximate residual balancing: debiased inference of average treatment effects in high dimensions (2016, methodology): “|X admits a well-specified logistic model the methods of Graham et al. (2012, 2016) and Hainmueller (2012) are doubly robust (Zhao and Percival, 2017); see also Hirano et al. (2001), Imbens et al. (1998) and Newey and Smith (2004).”
The Econometrics of Data Combination (2007, unknown): “p̃1 p1 F (y) ≤ F̃ (y) ≤ min { p̃2 p2 F (y), 1 } , y < F(p1) 1− p̃2 p2 (1− F (y)) ≤ F̃ (y) ≤ min { p̃2 p2 F (y), 1 } , F(p1) ≤ y < F(p2) 1− p̃2 p2 (1− F (y)) ≤ F̃ (y) ≤ 1− p̃1 p1 (1− F (y)), y ≥ F(p2) (56)”
Econometric Analysis of Panel Data (2020, methodology): “Recommended readings on this subject include Hsiao’s (2003) Econometric Society monograph along with two chapters in the Handbook of Econometrics: chapter 22 by Chamberlain (1984) and chapter 53 by Arellano and Honoré (2001).”
Efficient Estimation of Data Combination Models by the Method of Auxiliary-to-Study Tilting (AST) (2016, unknown): “Hirano et al. (2001) showed how calibration to marginal information from refreshment samples may be used to correct for certain types of nonignorable attrition in panel data.”
Augmented minimax linear estimation (2017, methodology): “…that emphasize balance when paired with AIPW methodology (Athey et al., 2016; Chan et al., 2015; Graham et al., 2012, 2016; Hainmueller, 2012; Hirano et al., 2001, 2003; shows that our weights γ̂ will, if our tuning parameter σ in (8) is allowed to grow with sample size at the correct rate,…”