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Mathematical Modeling of the Evolution of Absenteeism in a University Hospital over 12 Years

Author

Listed:
  • Luc Vialatte

    (Occupational and Environmental Medicine, CHU Clermont-Ferrand, F-63000 Clermont-Ferrand, France)

  • Bruno Pereira

    (Biostatistics Unit, CHU Clermont-Ferrand, F-63000 Clermont-Ferrand, France)

  • Arnaud Guillin

    (LMBP, Mathematics, Université Clermont Auvergne, F-63000 Clermont-Ferrand, France)

  • Sophie Miallaret

    (Cikaba, F-63000 Clermont-Ferrand, France)

  • Julien Steven Baker

    (Centre for Health and Exercise Science Research, Department of Sport, Physical Education and Health, Hong Kong Baptist University, Hong Kong)

  • Rémi Colin-Chevalier

    (CNRS, LaPSCo, Physiological and Psychosocial Stress, CHU Clermont-Ferrand, WittyFit, Université Clermont Auvergne, F-63000 Clermont-Ferrand, France)

  • Anne-Françoise Yao-Lafourcade

    (LMBP, Mathematics, Université Clermont Auvergne, F-63000 Clermont-Ferrand, France)

  • Nourddine Azzaoui

    (LMBP, Mathematics, Université Clermont Auvergne, F-63000 Clermont-Ferrand, France)

  • Maëlys Clinchamps

    (CNRS, LaPSCo, Physiological and Psychosocial Stress, CHU Clermont-Ferrand, WittyFit, Université Clermont Auvergne, F-63000 Clermont-Ferrand, France)

  • Jean-Baptiste Bouillon-Minois

    (CNRS, LaPSCo, Physiological and Psychosocial Stress, CHU Clermont-Ferrand, WittyFit, Université Clermont Auvergne, F-63000 Clermont-Ferrand, France)

  • Frédéric Dutheil

    (CNRS, LaPSCo, Physiological and Psychosocial Stress, CHU Clermont-Ferrand, WittyFit, Université Clermont Auvergne, F-63000 Clermont-Ferrand, France)

Abstract

Increased absenteeism in health care institutions is a major problem, both economically and health related. Our objectives were to understand the general evolution of absenteeism in a university hospital from 2007 to 2019 and to analyze the professional and sociodemographic factors influencing this issue. An initial exploratory analysis was performed to understand the factors that most influence absences. The data were then transformed into time series to analyze the evolution of absences over time. We performed a temporal principal components analysis (PCA) of the absence proportions to group the factors. We then created profiles with contributions from each variable. We could then observe the curves of these profiles globally but also compare the profiles by period. Finally, a predictive analysis was performed on the data using a VAR model. Over the 13 years of follow-up, there were 1,729,097 absences for 14,443 different workers (73.8% women; 74.6% caregivers). Overall, the number of absences increased logarithmically. The variables contributing most to the typical profile of the highest proportions of absences were having a youngest child between 4 and 10 years old (6.44% of contribution), being aged between 40 and 50 years old (5.47%), being aged between 30 and 40 years old (5.32%), working in the administrative field (4.88%), being tenured (4.87%), being a parent (4.85%), being in a coupled relationship (4.69%), having a child over the age of 11 (4.36%), and being separated (4.29%). The forecasts predict a stagnation in the proportion of absences for the profiles of the most absent factors over the next 5 years including annual peaks. During this study, we looked at the sociodemographic and occupational factors that led to high levels of absenteeism. Being aware of these factors allows health companies to act to reduce absenteeism, which represents real financial and public health threats for hospitals.

Suggested Citation

  • Luc Vialatte & Bruno Pereira & Arnaud Guillin & Sophie Miallaret & Julien Steven Baker & Rémi Colin-Chevalier & Anne-Françoise Yao-Lafourcade & Nourddine Azzaoui & Maëlys Clinchamps & Jean-Baptiste Bo, 2022. "Mathematical Modeling of the Evolution of Absenteeism in a University Hospital over 12 Years," IJERPH, MDPI, vol. 19(14), pages 1-16, July.
  • Handle: RePEc:gam:jijerp:v:19:y:2022:i:14:p:8236-:d:856683
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    References listed on IDEAS

    as
    1. Sophie Randon & Christophe Baret & Prioul Christine, 2011. "La prévention de l'absentéisme du personnel soignant en gériatrie : du savoir académique à l'action managériale," Post-Print hal-00690799, HAL.
    2. Catherine Pollak & Layla Ricroch, 2016. "Les disparités d’absentéisme à l’hôpital sont-elles associées à des différences de conditions de travail ?," Revue française d'économie, Presses de Sciences-Po, vol. 0(4), pages 181-220.
    3. Sébastien Damart & Frédéric Kletz & Laurent Brami, 2013. "Santé au travail et travail en santé. Performance des établissements de santé, bien-être et absentéisme des personnels soignants," Post-Print hal-01094432, HAL.
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