# Regulating quasi-legal markets: Evidence from pain management clinic laws

**Authors:** Yuji Mizushima, David Powell, Rahi Abouk, Cheryl Damberg

PMC · DOI: 10.1016/j.jpubeco.2025.105515 · Journal of public economics · 2026-01-09

## TL;DR

This study shows that stricter laws for pain management clinics reduce problematic opioid use and overdose deaths without increasing illicit opioid use.

## Contribution

The paper provides new evidence on the effectiveness of pain management clinic laws in reducing prescription opioid misuse and deaths.

## Key findings

- PMCLs reduce problematic opioid prescribing and doctor shopping.
- PMCLs lead to large reductions in the volume of opioids dispensed to patients.
- Overdose death rates involving prescription opioids decrease with PMCLs.

## Abstract

The opioid crisis has often been fueled by its simultaneous interaction with both medical and illicit markets, including “pill mills” that distribute legal substances in inappropriate and quasi-legal ways. Pain management clinic laws (PMCLs) aim to address this property by enforcing stricter regulatory licensing requirements and regulatory oversight on opioid prescribing establishments. Using a difference-in-differences framework and Medicare claims data, we find that PMCLs reduce problematic opioid prescribing and doctor shopping. Drawing on transaction-level information on opioid shipments, we estimate that PMCLs lead to strikingly large reductions in the volume of opioids dispensed directly by practitioners to patients. Studying mortality data, we estimate reductions in overdose death rates involving prescription opioids, with little evidence of substitution to illicit opioid markets. As PMCLs have not been adopted in most states, our results suggest they warrant greater attention from policymakers, even amid the declining role of prescription opioids in the annual death toll of the opioid crisis.

## Linked entities

- **Chemicals:** opioid (PubChem CID 126961754)

## Full-text entities

- **Diseases:** overdose (MESH:D062787), Pain (MESH:D010146)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12782221/full.md

## References

110 references — full list in the complete paper: https://tomesphere.com/paper/PMC12782221/full.md

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Source: https://tomesphere.com/paper/PMC12782221