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Scale, Skill‐Mix, and Access Implications of the Production of Appointments by Primary Care Practices in England

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  • Tianchang Zhao
  • Rachel Meacock
  • Matt Sutton

Abstract

Primary medical care has traditionally been provided by small organisations. Recent policy developments in many countries have encouraged larger practices in the hope of benefiting from increasing returns to scale, but there is little research evidence to support this. Using monthly data from 6149 primary care practices in England between August 2022 and July 2024, we applied a Generalized Linear Model with a logarithmic link and Poisson distribution to examine the relationship between staffing levels and appointment volumes. At the median level of administrative staffing, the estimated marginal productivity of doctors and other clinical staff on total appointments are 223 and 152 per month, respectively. The marginal effects of all types of staff on appointment volumes increase with staffing levels. We plot the isoquant and isocost curves at the median level of production and examine the implications of our findings for skill‐mix and patient access. The current ratios of doctors to other clinical staff and nurses to Direct Patient Care (DPC) staff are lower than cost optimal, though this is less of an issue for larger practices who benefit more from DPC roles. Additional clinical staff improve patient access more when employed in larger practices.

Suggested Citation

  • Tianchang Zhao & Rachel Meacock & Matt Sutton, 2026. "Scale, Skill‐Mix, and Access Implications of the Production of Appointments by Primary Care Practices in England," Health Economics, John Wiley & Sons, Ltd., vol. 35(3), pages 423-438, March.
  • Handle: RePEc:wly:hlthec:v:35:y:2026:i:3:p:423-438
    DOI: 10.1002/hec.70064
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    References listed on IDEAS

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    1. Giuffrida, Antonio & Gravelle, Hugh & Sutton, Matthew, 2000. "Efficiency and administrative costs in primary care," Journal of Health Economics, Elsevier, vol. 19(6), pages 983-1006, November.
    2. Hausman, Dan & Le Grand, Julian, 1999. "Incentives and health policy: primary and secondary care in the British National Health Service," Social Science & Medicine, Elsevier, vol. 49(10), pages 1299-1307, November.
    3. Gravelle, Hugh & Liu, Dan & Santos, Rita, 2022. "How do clinical quality and patient satisfaction vary with provider size in primary care? Evidence from English general practice panel data," Social Science & Medicine, Elsevier, vol. 301(C).
    4. Margherita Neri & Patricia Cubi-Molla & Graham Cookson, 2022. "Approaches to Measure Efficiency in Primary Care: A Systematic Literature Review," Applied Health Economics and Health Policy, Springer, vol. 20(1), pages 19-33, January.
    5. Kovacevic, Lana & Naik, Ravi & Lugo-Palacios, David G. & Ashrafian, Hutan & Mossialos, Elias & Darzi, Ara, 2023. "The impact of collaborative organisational models and general practice size on patient safety and quality of care in the English National Health Service: A systematic review," Health Policy, Elsevier, vol. 138(C).
    6. Monica Giancotti & Annamaria Guglielmo & Marianna Mauro, 2017. "Efficiency and optimal size of hospitals: Results of a systematic search," PLOS ONE, Public Library of Science, vol. 12(3), pages 1-40, March.
    7. Kim Olsen & Dorte Gyrd-Hansen & Torben Sørensen & Troels Kristensen & Peter Vedsted & Andrew Street, 2013. "Organisational determinants of production and efficiency in general practice: a population-based study," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 14(2), pages 267-276, April.
    8. Preyra, Colin & Pink, George, 2006. "Scale and scope efficiencies through hospital consolidations," Journal of Health Economics, Elsevier, vol. 25(6), pages 1049-1068, November.
    9. Martin Gaynor & Paul Gertler, 1995. "Moral Hazard and Risk Spreading in Partnerships," RAND Journal of Economics, The RAND Corporation, vol. 26(4), pages 591-613, Winter.
    10. Gerald Richardson & Alan Maynard, 1995. "Fewer doctors? More nurses? A review of the knowledge base of doctor-nurse substitution," Working Papers 135chedp, Centre for Health Economics, University of York.
    11. Gillian McCallion & J. Colin Glass & Robert Jackson & Christine Kerr & Donal McKillop, 2000. "Investigating productivity change and hospital size: a nonparametric frontier approach," Applied Economics, Taylor & Francis Journals, vol. 32(2), pages 161-174.
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