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February 5, 2026The Journal of Rural Health0 citationsOpen Access

Rural–urban disparities in diabetes quality of care with accountable care organization participation

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MOMariétou H. OuayogodéXHXiyuan Hu

Key Points

  • This research aims to assess how ACO participation affects diabetes care quality across rural and urban settings over time.
  • Analyzed all-patient all-payer electronic health records from Wisconsin from 2011 to 2018.
  • Utilized difference-in-differences regression models to evaluate ACO participation's impact.
  • Performed triple-difference models to assess urban-rural disparities in care quality.
  • ACO patients received less tobacco cessation advice compared to non-ACO patients.
  • Rural ACO patients showed better performance on kidney function monitoring compared to their non-ACO peers.
  • ACO participation had a favorable impact on diabetes care in rural settings versus urban.

Abstract

Abstract Purpose To evaluate rural–urban disparities over time in the association of ACO participation and diabetes‐related quality measures among health clinics. Methods We used data from the Wisconsin Collaborative for Healthcare Quality all‐patient all‐payer electronic health records data system between 2011 and 2018, for patients 18–75 years. Difference‐in‐differences regression models estimated the association between ACO participation and eight diabetes quality measures among populations in rural and urban areas, separately. Triple‐difference models were also estimated to assess urban–rural disparities. Findings Considering the two measures used in ACO performance evaluation, patients in ACO clinics were less likely to receive tobacco cessation advice relative to those in non‐ACO clinics (rural: marginal effect estimate (MEE) = –0.025, p = 0.033; urban: MEE = –0.231, p < 0.001). The triple difference across rurality was not statistically significant (MEE = –0.007 p = 0.56). For the remaining six ACO‐non‐incentivized measures, rural patients at ACO clinics performed better relative to their non‐ACO counterparts on kidney function monitored, and diabetes all‐or‐none optimal testing and control. Conclusions ACO participation appeared to be more favorable for rural versus urban patients with diabetes. ACOs have potential to contribute to reducing existing rural–urban disparities in diabetes process measures.

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Cite This Study

Ouayogodé et al. (2026) studied this question.

synapsesocial.com/papers/69843451f1d9ada3c1fb247bhttps://doi.org/10.1111/jrh.70121
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