The pursuit of balance in sequential randomized trials
Raymond Guiteras,
David Levine and
Thomas H. Polley
Development Engineering, 2016, vol. 1, issue C, 12-25
Abstract:
In many randomized trials, subjects enter the sample sequentially. Because the covariates for all units are not known in advance, standard methods of stratification do not apply. We describe and assess the method of DA-optimal sequential allocation (Atkinson, 1982) for balancing stratification covariates across treatment arms. We provide simulation evidence that the method can provide substantial improvements in precision over commonly employed alternatives. We also describe our experience implementing the method in a field trial of a clean water and handwashing intervention in Dhaka, Bangladesh, the first time the method has been used. We provide advice and software for future researchers.
Keywords: Stratification; Sequential randomization; Design of Experiments (search for similar items in EconPapers)
JEL-codes: C93 O12 (search for similar items in EconPapers)
Date: 2016
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Citations: View citations in EconPapers (1)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:deveng:v:1:y:2016:i:c:p:12-25
DOI: 10.1016/j.deveng.2015.11.001
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