Citation
Discussion Paper Details
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Full Details
Title: Subject Rational Expectations Will Contaminate Randomized Controlled Medical Trials
Author(s): Gilles Chemla and Christopher Hennessy
Publication Date: June 2016
Keyword(s): Bias, Rational Expectations and RCTs
Programme Area(s): Development Economics, Financial Economics, Industrial Organization and Public Economics
Abstract: We develop a rational expectations model of placebo effects. If subjects in seemingly-ideal single-stage RCTs form rational beliefs about breakthroughs based upon personal physiological responses, mental effects differ across medications received, treatment versus control. Consequently, the average cross-arm health difference becomes a biased estimator of the mean non-placebo physiological effect. Constructively, we show: bias can be altered through choice of control; high-efficacy controls mitigate upward bias; and unbalanced panels may be preferred since bias approaches zero as treatment probability approaches zero. Consistent with experimental evidence, our theory implies outcomes within-arm and cross-arm differences can be non-monotone in treatment probability.
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Bibliographic Reference
Chemla, G and Hennessy, C. 2016. 'Subject Rational Expectations Will Contaminate Randomized Controlled Medical Trials'. London, Centre for Economic Policy Research. https://cepr.org/active/publications/discussion_papers/dp.php?dpno=11360