Randomization Inference With Natural Experiments

By Daniel E. Ho, Kosuke Imai. 2006

141 citations recorded by the source corpus.

Subfields: Economics and Econometrics, Political Science and International Relations, Statistics and Probability

View Paper: https://www.semanticscholar.org/paper/4c44c5c2834fe4fafea7f60418e6729631f59fb5

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

1. Bernard S. Black
2. V. Atanasov
3. Jake Bowers
4. Simon Jäger
5. P. Ganong
6. J. Middleton
7. Ben B. Hansen
8. P. M. Aronow

In Political Science and International Relations

1. P. M. Aronow
2. J. Middleton
3. Jake Bowers
4. Ben B. Hansen
5. Simon Jäger
6. Bernard S. Black
7. V. Atanasov
8. Melissa S. Cardon

In Statistics and Probability

1. J. Middleton
2. P. M. Aronow
3. Jake Bowers
4. Bernard S. Black
5. V. Atanasov
6. Ben B. Hansen
7. Simon Jäger
8. P. Ganong

Citations in the corpus

• Environmental Policy and Directed Technological Change: Evidence from the European Carbon Market (2012, unknown): “2 standard deviations of the pooled sample (Cochran and Rubin, 1973; Ho and Imai, 2006).”
• Unbiased Estimation of the Average Treatment Effect in Cluster-Randomized Experiments (2015, background): “Roughly following Ho and Imai (2006), a one-tailed p-value, p = Pr(∆̂N ≤ ∆̂) = |{∆̂N ∈ ∆̂N : ∆̂N ≤ ∆̂}|/|Ω|, where Ω is the set of all possible randomizations (estimated via a large random sample from the full set of randomizations).”
• Attributing Effects to a Cluster-Randomized Get-Out-the-Vote Campaign (2009, background): “See also Ho and Imai (2004) for an example of randomization inference in political science.”
• The WTO trade effect (2011, unknown): “Ho and Imai (2006) also applied permutation inference to a political science data set.”
• Shock-Based Causal Inference in Corporate Finance and Accounting Research (2015, background): “See Conley and Taber (2011), Ho and Imai (2005), and Rosenbaum (2010, ch. 2) Randomization inference can also provide a way to estimate standard errors for DiD (or ES) with a small number of treated firms (Conley and Taber, 2011; Gelbach et al., 2013).”
• A Permutation Test for the Regression Kink Design (2018, background): “…builds on a long tradition in the statistics literature (Fisher 1935; Lehmann and Stein 1949; Welch and Gutier-rez 1988; Welch 1990; Rosenbaum 2001; Ho and Imai 2006, see Rosenbaum 2002, for an introduction), which has recently seen renewed interest among econometricians (see, for instance,…”