On Minimizing the Risk of Bias in Randomized Controlled Trials in Economics
Estimation of empirical relationships is prone to bias. Economists have carefully studied sources of bias in structural and quasi-experimental approaches, but the randomized control trial (RCT) has only begun to receive such scrutiny. This paper ar...
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okr-10986-248282021-04-23T14:04:27Z On Minimizing the Risk of Bias in Randomized Controlled Trials in Economics Eble, Alex Boone, Peter Elbourne, Diana randomization randomized control trials study design estimation bias Estimation of empirical relationships is prone to bias. Economists have carefully studied sources of bias in structural and quasi-experimental approaches, but the randomized control trial (RCT) has only begun to receive such scrutiny. This paper argues that several lessons from medicine, derived from analysis of thousands of RCTs establishing a clear link between certain practices and biased estimates, can be used to reduce the risk of bias in economics RCTs. It identifies the subset of these lessons applicable to economics and uses them to assess risk of bias in estimates from economics RCTs published between 2001 and 2011. In comparison to medical studies, most economics studies examined do not report important details on study design necessary to assess risk of bias. Many report practices that suggest risk of bias, though this does not necessarily mean bias resulted. The paper concludes with suggestions on how to remedy these issues. 2016-08-09T16:44:50Z 2016-08-09T16:44:50Z 2016-07 Working Paper http://documents.worldbank.org/curated/en/2016/07/26579028/minimizing-risk-bias-randomized-controlled-trials-economics http://hdl.handle.net/10986/24828 English en_US Policy Research Working Paper;No. 7746 CC BY 3.0 IGO http://creativecommons.org/licenses/by/3.0/igo/ World Bank World Bank, Washington, DC Publications & Research Publications & Research :: Policy Research Working Paper |
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English en_US |
topic |
randomization randomized control trials study design estimation bias |
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randomization randomized control trials study design estimation bias Eble, Alex Boone, Peter Elbourne, Diana On Minimizing the Risk of Bias in Randomized Controlled Trials in Economics |
relation |
Policy Research Working Paper;No. 7746 |
description |
Estimation of empirical relationships is
prone to bias. Economists have carefully studied sources of
bias in structural and quasi-experimental approaches, but
the randomized control trial (RCT) has only begun to receive
such scrutiny. This paper argues that several lessons from
medicine, derived from analysis of thousands of RCTs
establishing a clear link between certain practices and
biased estimates, can be used to reduce the risk of bias in
economics RCTs. It identifies the subset of these lessons
applicable to economics and uses them to assess risk of bias
in estimates from economics RCTs published between 2001 and
2011. In comparison to medical studies, most economics
studies examined do not report important details on study
design necessary to assess risk of bias. Many report
practices that suggest risk of bias, though this does not
necessarily mean bias resulted. The paper concludes with
suggestions on how to remedy these issues. |
format |
Working Paper |
author |
Eble, Alex Boone, Peter Elbourne, Diana |
author_facet |
Eble, Alex Boone, Peter Elbourne, Diana |
author_sort |
Eble, Alex |
title |
On Minimizing the Risk of Bias in Randomized Controlled Trials in Economics |
title_short |
On Minimizing the Risk of Bias in Randomized Controlled Trials in Economics |
title_full |
On Minimizing the Risk of Bias in Randomized Controlled Trials in Economics |
title_fullStr |
On Minimizing the Risk of Bias in Randomized Controlled Trials in Economics |
title_full_unstemmed |
On Minimizing the Risk of Bias in Randomized Controlled Trials in Economics |
title_sort |
on minimizing the risk of bias in randomized controlled trials in economics |
publisher |
World Bank, Washington, DC |
publishDate |
2016 |
url |
http://documents.worldbank.org/curated/en/2016/07/26579028/minimizing-risk-bias-randomized-controlled-trials-economics http://hdl.handle.net/10986/24828 |
_version_ |
1764457756336586752 |