The negative spillover effect of electronic prescribing for controlled substances on the opioid epidemic

The opioid epidemic poses widespread societal challenges. In response, electronic prescribing for controlled substances (EPCS), which requires prescribers to use the e-prescribing system, has begun attracting attention to combat the opioid epidemic by helping prescribers detect doctor shoppers and prevent forged prescriptions. However, a concern is that limited access to opioids after EPCS mandates may cause drug users to cross borders and travel to other areas without EPCS. Grounded in the tension on the efficacy of EPCS, this study aims to assess the impact of EPCS on the opioid dispensing rate. Leveraging a U.S. county-level data set from 2010 to 2020 and employing a quasi-experiment setup with matching, we find that counties without an EPCS mandate but adjacent to a state with an EPCS mandate experience an increase in opioid dispensing rates. Specifically, a neighboring-state EPCS mandate is associated with a 7.56% increase in the opioid dispensing rate in an adjacent county on average. The findings reveal that the negative spillover effect spreads deeper in areas with lenient illicit drug controls, in urban regions, and in areas with high poverty levels. Moreover, we estimate the overall efficacy of EPCS mandates by combining both the positive direct effect and the negative spillover effect of EPCS. We discuss theoretical and policy insights for the effective operation of EPCS mandates.

Authors

Institutions

Publication Details

Journal
Production and Operations Management
Published
2026-03-31
DOI
https://doi.org/10.1177/10591478261442316
Primary Topic
Opioid Use Disorder Treatment
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The negative spillover effect of electronic prescribing for controlled substances on the opioid epidemic

Nakyung Kyung, Xiaoyu Liu
Production and Operations Management
Opioid Use Disorder Treatment
article

The negative spillover effect of electronic prescribing for controlled substances on the opioid epidemic

Nakyung Kyung, Xiaoyu Liu
article en

Abstract

The opioid epidemic poses widespread societal challenges. In response, electronic prescribing for controlled substances (EPCS), which requires prescribers to use the e-prescribing system, has begun attracting attention to combat the opioid epidemic by helping prescribers detect doctor shoppers and prevent forged prescriptions. However, a concern is that limited access to opioids after EPCS mandates may cause drug users to cross borders and travel to other areas without EPCS. Grounded in the tension on the efficacy of EPCS, this study aims to assess the impact of EPCS on the opioid dispensing rate. Leveraging a U.S. county-level data set from 2010 to 2020 and employing a quasi-experiment setup with matching, we find that counties without an EPCS mandate but adjacent to a state with an EPCS mandate experience an increase in opioid dispensing rates. Specifically, a neighboring-state EPCS mandate is associated with a 7.56% increase in the opioid dispensing rate in an adjacent county on average. The findings reveal that the negative spillover effect spreads deeper in areas with lenient illicit drug controls, in urban regions, and in areas with high poverty levels. Moreover, we estimate the overall efficacy of EPCS mandates by combining both the positive direct effect and the negative spillover effect of EPCS. We discuss theoretical and policy insights for the effective operation of EPCS mandates.

Production and Operations Management
National University of Singapore (SG), Sungkyunkwan University (KR)
National University of Singapore
No poverty
Openalex Percentile: Top 34%
Opioid Use Disorder Treatment
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.