Beyond intent to treat (ITT): A complier average causal effect (CACE) estimation primer.
Sign Up to like & getrecommendations! Published in 2017 at "Journal of school psychology"
DOI: 10.1016/j.jsp.2015.12.006
Abstract: Randomized control trials (RCTs) have long been the gold standard for allowing causal inferences to be made regarding the efficacy of a treatment under investigation, but traditional RCT data analysis perspectives do not take into… read more here.
Keywords: estimation; effect cace; causal effect; average causal ... See more keywords
Power Analyses for Estimation of Complier Average Causal Effects Under Random Encouragement Designs in Education Research: Theory and Guidance
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DOI: 10.3102/10769986241233790
Abstract: Random encouragement designs evaluate treatments that aim to increase participation in a program or activity. These randomized controlled trials (RCTs) can also assess the mediated effects of participation itself on longer term outcomes using a… read more here.
Keywords: encouragement; average causal; encouragement designs; complier average ... See more keywords
Estimating the Complier Average Causal Effect with Non-Ignorable Missing Outcomes Using Likelihood Analysis
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DOI: 10.3390/math12091300
Abstract: Missing data problems arise in randomized trials, which complicates the inference of causal effects if the missing mechanism is non-ignorable. We tackle the challenge of identifying and estimating the complier average causal effect parameters under… read more here.
Keywords: non ignorable; estimating complier; average causal; complier average ... See more keywords