Cover: Heroin Use Cannot Be Measured Adequately with a General Population Survey

Heroin Use Cannot Be Measured Adequately with a General Population Survey

Published in: Addiction (2021). doi: 10.1111/add.15458

Posted on Mar 5, 2021

by Peter Reuter, Jonathan P. Caulkins, Gregory Midgette


Globally, heroin and other opioids account for more than half of deaths and years-of-life-lost due to drug use and comprise one of the four major markets for illegal drugs. Having sound estimates of the number of problematic heroin users is fundamental to formulating sound health and criminal justice policies. Researchers and policy makers rely heavily on general population surveys (GPS), such as the U.S. National Survey on Drug Use and Health (NSDUH), to estimate heroin use, without confronting their limitations. GPS-based estimates are also ubiquitous for cocaine and methamphetamine, so insights pertaining to GPS for estimating heroin use are relevant for those drug markets as well.


Four sources of potential errors in NSDUH are assessed: selective non-response, small sample size, sampling frame omissions and under-reporting. An alternative estimate drawing on a variety of sources including a survey of adult male arrestees is presented and explained. Other approaches to prevalence estimation are discussed.


Under-reporting and selective non-response in NSDUH are likely to lead to substantial underestimation. Small sample size leads to imprecise estimates and erratic year-to-year fluctuations. The alternative estimate provides credible evidence that NSDUH underestimates the number of frequent heroin users by at least three quarters and perhaps much more.


GPS, even those as strong as NSDUH, are doomed by their nature to estimate poorly a rare and stigmatized behavior concentrated in a hard-to-track population. Though many European nations avoid reliance on these surveys, many others follow the US model. Better estimation requires models that draw on a variety of data sources including GPS to provide credible estimates. Recent methodological developments in selected countries can provide guidance. Journals should require researchers to critically assess the soundness of GPS estimates for any stigmatized drug-related behaviors with low prevalence rates.

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