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Statistical Alternatives and Supplements to Random Sampling

Patrick Dattalo

in Strategies to Approximate Random Sampling and Assignment

Published in print:
2009
Published Online:
February 2010
ISBN:
9780195378351
eISBN:
9780199864645
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/acprof:oso/9780195378351.003.0003
Subject:
Social Work, Research and Evaluation

This chapter describes the following alternatives and complements to RS in terms of their assumptions, implementations, strengths, and weaknesses: (1) randomization tests; (2) multiple imputation; ... More


Matching, Regression Discontinuity, Difference in Differences, and Beyond

Myoung-jae Lee

Published in print:
2016
Published Online:
August 2016
ISBN:
9780190258733
eISBN:
9780190258771
Item type:
book
Publisher:
Oxford University Press
DOI:
10.1093/acprof:oso/9780190258733.001.0001
Subject:
Economics and Finance, Econometrics

This monograph reviews the three most popular methods in applied economics and other social sciences: matching, regression discontinuity, and difference in differences. This book also examines ... More


Nonmatching and Sample Selection

Myoung-jae Lee

in Matching, Regression Discontinuity, Difference in Differences, and Beyond

Published in print:
2016
Published Online:
August 2016
ISBN:
9780190258733
eISBN:
9780190258771
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/acprof:oso/9780190258733.003.0003
Subject:
Economics and Finance, Econometrics

Matching is not the only way to control for covariates. Weighting divides each group response by the covariate-conditioned group choice probability to identify the treatment and control group means ... More


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