ArticleJournal of health economics2021
Is the rise in illicit opioids affecting labor supply and disability claiming rates?
Article in Journal of health economics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
6 citing papers in PubMed.
- From addiction to aggression: The spillover effects of opioid policies on intimate partner violence.Journal of health economics · 2025Article
- The Growth of Illicit Drug Use and Its Effects on Murder Rates.Health economics · 2025Article
- Fighting abuse with prescription tracking: mandatory drug monitoring and intimate partner violence.Journal of population economics · 2025Article
- "Deaths of despair" over the business cycle: New estimates from a shift-share instrumental variables approach.Economics and human biology · 2024Article
- Article
- Does paid sick leave encourage staying at home? Evidence from the United States during a pandemic.Health economics · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
Abstract
This paper examines how the recent transition of the opioid crisis from prescription opioids to more prevalent misuse of illicit opioids, such as heroin and fentanyl, altered labor supply behavior and disability insurance claiming rates. We exploit differential geographic exposure to the reformulation of OxyContin, the largest reduction in access to abusable prescription opioids to date, to study the effects of substitution to illicit markets. We observe meaningful reductions in labor supply measured in terms of employment-to-population ratios, hours worked, and earnings in states more exposed to reformulation relative to those less exposed. We also find evidence of increases in disability applications and beneficiaries.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.