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Explaining the gender gap in waiting times for scheduled surgery in the Portuguese National Health Service

Author

Listed:
  • Joana Cima

    (CEF.UP and Faculdade de Economia, Universidade do Porto)

  • Paulo Guimarães

    (Banco de Portugal and Universidade do Porto)

  • Álvaro Almeida

    (CEF.UP and Faculdade de Economia, Universidade do Porto)

Abstract

This study examines waiting times for all patients submitted to surgical treatment in the Portuguese National Health Service (NHS), from 2011 to 2015 (amounting to more than 2.6 million observations) and it tries to evaluate whether there is gender discrimination in access to scheduled surgery. We show that men have 10% shorter waiting times than women. We then estimate a regression model on waiting times that controls for multiple sources of observed and unobserved heterogeneity. Some of these controls are high-dimensional fixed effects. The results still indicate an unexplained differential where men have 3.1% shorter waiting times than women. To understand the contribution of the controls to the explained gender gap we use Gelbach’s decomposition. The results indicate that the patient’s initial priority is the variable that contributes most to the explained gap (-5.8 log points), followed by hospital specific fixed-effects (-1.7 log points). In addition to noticing the resource allocation is not efficiently provided, decision-makers should pay more attention to a pattern that seems to disadvantage women. Overall, we consider that our approach provides a more informative assessment of the sources of the gender gap than previous literature.

Suggested Citation

  • Joana Cima & Paulo Guimarães & Álvaro Almeida, 2018. "Explaining the gender gap in waiting times for scheduled surgery in the Portuguese National Health Service," FEP Working Papers 607, Universidade do Porto, Faculdade de Economia do Porto.
  • Handle: RePEc:por:fepwps:607
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    References listed on IDEAS

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    1. Johar, Meliyanni & Jones, Glenn & Keane, Micheal P. & Savage, Elizabeth & Stavrunova, Olena, 2013. "Discrimination in a universal health system: Explaining socioeconomic waiting time gaps," Journal of Health Economics, Elsevier, vol. 32(1), pages 181-194.
    2. Jonah B. Gelbach, 2016. "When Do Covariates Matter? And Which Ones, and How Much?," Journal of Labor Economics, University of Chicago Press, vol. 34(2), pages 509-543.
    3. Laudicella, Mauro & Siciliani, Luigi & Cookson, Richard, 2012. "Waiting times and socioeconomic status: Evidence from England," Social Science & Medicine, Elsevier, vol. 74(9), pages 1331-1341.
    4. Paulo Guimarães & Pedro Portugal, 2010. "A simple feasible procedure to fit models with high-dimensional fixed effects," Stata Journal, StataCorp LP, vol. 10(4), pages 628-649, December.
    5. Moscelli, Giuseppe & Siciliani, Luigi & Gutacker, Nils & Cookson, Richard, 2018. "Socioeconomic inequality of access to healthcare: Does choice explain the gradient?," Journal of Health Economics, Elsevier, vol. 57(C), pages 290-314.
    6. Ana Rute Cardoso & Paulo Guimarães & Pedro Portugal, 2016. "What drives the gender wage gap? A look at the role of firm and job-title heterogeneity," Oxford Economic Papers, Oxford University Press, vol. 68(2), pages 506-524.
    7. Askildsen, Jan Erik & Holmås, Tor Helge & Kaarboe, Oddvar, 2010. "Prioritization and patients' rights: Analysing the effect of a reform in the Norwegian hospital sector," Social Science & Medicine, Elsevier, vol. 70(2), pages 199-208, January.
    8. Monica Auteri & Antonello Maruotti, 2012. "Modelling waiting times in the Italian National Health Service," Applied Economics Letters, Taylor & Francis Journals, vol. 19(5), pages 459-465, March.
    9. McDonough, Peggy & Walters, Vivienne, 2001. "Gender and health: reassessing patterns and explanations," Social Science & Medicine, Elsevier, vol. 52(4), pages 547-559, February.
    10. Gutacker, Nils & Siciliani, Luigi & Cookson, Richard, 2016. "Waiting time prioritisation: Evidence from England," Social Science & Medicine, Elsevier, vol. 159(C), pages 140-151.
    11. van Wijk, Cecile M. T. Gijsbers & van Vliet, Katja P. & Kolk, Annemarie M., 1996. "Gender perspectives and quality of care: Towards appropriate and adequate health care for women," Social Science & Medicine, Elsevier, vol. 43(5), pages 707-720, September.
    12. Ignacio Abásolo & Miguel Negrín-Hernández & Jaime Pinilla, 2014. "Equity in specialist waiting times by socioeconomic groups: evidence from Spain," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 15(3), pages 323-334, April.
    13. Arber, Sara, 1997. "Comparing inequalities in women's and men's health: Britain in the 1990s," Social Science & Medicine, Elsevier, vol. 44(6), pages 773-787, March.
    14. Oddvar Kaarboe & Fredrik Carlsen, 2014. "Waiting Times And Socioeconomic Status. Evidence From Norway," Health Economics, John Wiley & Sons, Ltd., vol. 23(1), pages 93-107, January.
    15. Landi, Stefano & Ivaldi, Enrico & Testi, Angela, 2018. "Socioeconomic status and waiting times for health services: An international literature review and evidence from the Italian National Health System," Health Policy, Elsevier, vol. 122(4), pages 334-351.
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    More about this item

    Keywords

    gender gap; high-dimensional fixed effects; waiting times;
    All these keywords.

    JEL classification:

    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality
    • C01 - Mathematical and Quantitative Methods - - General - - - Econometrics

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