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Job postings in the substance use disorder treatment related sector during the first five years of Medicaid expansion

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  • Olga Scrivner
  • Thuy Nguyen
  • Kosali Simon
  • Esmé Middaugh
  • Bledi Taska
  • Katy Börner

Abstract

Background: Effective treatment strategies exist for substance use disorder (SUD), however severe hurdles remain in ensuring adequacy of the SUD treatment (SUDT) workforce as well as improving SUDT affordability, access and stigma. Although evidence shows recent increases in SUD medication access from expanding Medicaid availability under the Affordable Care Act, it is yet unknown whether these policies also led to a growth in hiring in the SUDT related workforce, partly due to poor data availability. Our study uses novel data to shed light on recent trends in a fast-evolving and policy-relevant labor market, and contributes to understanding data sources to track the SUDT related workforce and the effect of recent state healthcare policies on the supply side of this sector. Methods and data: We examine hiring attempts in the SUDT and related behavioral health sector over 2010-2018 to estimate the causal effect of the 2014-and-beyond state Medicaid expansions on these outcomes through “difference-in-difference” econometric models. We use Burning Glass Technologies (BGT) data covering virtually all U.S. job postings by employers. Findings: Nationally, we find little growth in the sector’s hiring attempts in 2010-2018 relative to the rest of the economy or to health care as a whole. However, this masks heterogeneity in the bimodal trend in SUDT job postings, with some increases in most years but a decrease in 2014 and in 2017, as well as a shift in emphasis between different occupational categories. Medicaid expansion, however, is not associated with any statistically significant change in overall hiring attempts in the SUDT related sector during this time period, although there is moderate evidence of increases among primary care physicians. Conclusions: Although hiring attempts in the SUDT related sector as measured by the number of job advertisements have not grown substantially over time, there was a shift in the hiring landscape. Many national factors including reimbursement policy may play a role in incentivizing demand for the SUDT related workforce, but our research does not show that recent state Medicaid expansion was one such statistically detectable factor. Future research is needed to understand how aggregate labor demand signals translate into actual increases in SUDT workforce and availability.

Suggested Citation

  • Olga Scrivner & Thuy Nguyen & Kosali Simon & Esmé Middaugh & Bledi Taska & Katy Börner, 2020. "Job postings in the substance use disorder treatment related sector during the first five years of Medicaid expansion," PLOS ONE, Public Library of Science, vol. 15(1), pages 1-15, January.
  • Handle: RePEc:plo:pone00:0228394
    DOI: 10.1371/journal.pone.0228394
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    References listed on IDEAS

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    1. David Deming & Lisa B. Kahn, 2018. "Skill Requirements across Firms and Labor Markets: Evidence from Job Postings for Professionals," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 337-369.
    2. Johanna Catherine Maclean & Brendan Saloner, 2019. "The Effect of Public Insurance Expansions on Substance Use Disorder Treatment: Evidence from the Affordable Care Act," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 38(2), pages 366-393, March.
    3. Ellen Bouchery & Judith Dey, "undated". "Substance Use Disorder Workforce," Mathematica Policy Research Reports 47d4d14a7a32485eba249dfb3, Mathematica Policy Research.
    4. Brad Hershbein & Lisa B. Kahn, 2018. "Do Recessions Accelerate Routine-Biased Technological Change? Evidence from Vacancy Postings," American Economic Review, American Economic Association, vol. 108(7), pages 1737-1772, July.
    5. Jeffrey Clemens & Lisa B. Kahn & Jonathan Meer, 2021. "Dropouts Need Not Apply? The Minimum Wage and Skill Upgrading," Journal of Labor Economics, University of Chicago Press, vol. 39(S1), pages 107-149.
    6. Ghosh, Ausmita & Simon, Kosali & Sommers, Benjamin D., 2019. "The Effect of Health Insurance on Prescription Drug Use Among Low-Income Adults:Evidence from Recent Medicaid Expansions," Journal of Health Economics, Elsevier, vol. 63(C), pages 64-80.
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    Cited by:

    1. Maciej Berk{e}sewicz & Herman Cherniaiev & Robert Pater, 2021. "Estimating the number of entities with vacancies using administrative and online data," Papers 2106.03263, arXiv.org.
    2. Olga Scrivner & Elizabeth McAvoy & Thuy Nguyen & Tenzin Choeden & Kosali Simon & Katy Borner, 2021. "Interactive Network Visualization of Opioid Crisis Related Data- Policy, Pharmaceutical, Training, and More," Papers 2102.05596, arXiv.org.
    3. Wei Cheng & Patrick Carlin & Joanna Carroll & Sumedha Gupta & Felipe Lozano Rojas & Laura Montenovo & Thuy D. Nguyen & Ian M. Schmutte & Olga Scrivner & Kosali I. Simon & Coady Wing & Bruce Weinberg, 2020. "Back to Business and (Re)employing Workers? Labor Market Activity During State COVID-19 Reopenings," NBER Working Papers 27419, National Bureau of Economic Research, Inc.

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