Reduced Immune Fitness and Job Performance: Absenteeism, Presenteeism, and Associated Costs for the Dutch Economy
Abstract
:1. Introduction
2. Methods
2.1. Demographics
2.2. Absenteeism and Presenteeism Associated with Reduced Immune Fitness
2.3. Immune Fitness and Underlying Diseases
2.4. Statistical Analysis
3. Results
3.1. Sex
3.2. Immune Fitness
3.3. Career Level and Age
3.4. Education Level
3.5. Underlying Disease
3.6. Estimated Costs
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Van de Loo, A.J.A.E.; Kerssemakers, N.; Scholey, A.; Garssen, J.; Kraneveld, A.D.; Verster, J.C. Perceived immune fitness, individual strength and hangover severity. Int. J. Environ. Res. Public Health 2020, 17, 4039. [Google Scholar] [CrossRef] [PubMed]
- Schultz, A.B.; Chen, C.Y.; Edington, D.W. The cost and impact of health conditions on presenteeism to employers. Pharmacoeconomics 2009, 27, 365–378. [Google Scholar] [CrossRef] [PubMed]
- Lofland, J.H.; Pizzi, L.; Frick, K.D. A review of health-related workplace productivity loss instruments. Pharmacoeconomics 2004, 22, 165–184. [Google Scholar] [CrossRef]
- Prasad, M.; Wahlqvist, P.; Shikiar, R.; Shih, Y.C.T. A review of self-report instruments measuring health-related work productivity. Pharmacoeconomics 2004, 22, 225–244. [Google Scholar] [CrossRef] [PubMed]
- Aggarwal, B.B.; Krishnan, S.; Guha, S. (Eds.) Inflammation, Lifestyle and Chronic Diseases. The Silent Link; CRC Press (Taylor & Francis Group): Boca Raton, FL, USA, 2012. [Google Scholar]
- Furman, D.; Campisi, J.; Verdin, E.; Carrera-Bastos, P.; Targ, S.; Franceschi, C.; Ferrucci, L.; Gilroy, D.W.; Fasano, A.; Miller, G.W.; et al. Chronic inflammation in the etiology of disease across the life span. Nat. Med. 2019, 25, 1822–1832. [Google Scholar] [CrossRef]
- RIVM. Aandoeningen. Welke Aandoeningen Hebben We in de Toekomst? Available online: https://www.vtv2018.nl/aandoeningen (accessed on 8 October 2022).
- Wilod Versprille, L.J.F.; van de Loo, A.J.A.E.; Mackus, M.; Arnoldy, L.; Sulzer, T.A.L.; Vermeulen, S.A.; Abdulahad, S.; Huls, H.; Baars, T.; Kraneveld, A.D.; et al. Development and validation of the Immune Status Questionnaire (ISQ). Int. J. Environ. Res. Public Health 2019, 16, 4743. [Google Scholar] [CrossRef] [Green Version]
- American Diabetes Association. Economic costs of diabetes in the US in 2017. Diabetes Care 2018, 41, 917–928. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Evans-Lacko, S.; Knapp, M. Global patterns of workplace productivity for people with depression: Absenteeism and presenteeism costs across eight diverse countries. Soc. Psychiatry Psychiatr. Epidemiol. 2016, 51, 1525–1537. [Google Scholar] [CrossRef] [Green Version]
- Braakman-Jansen, L.M.; Taal, E.; Kuper, I.H.; van de Laar, M.A. Productivity loss due to absenteeism and presenteeism by different instruments in patients with RA and subjects without RA. Rheumatology 2012, 51, 354–361. [Google Scholar] [CrossRef] [Green Version]
- Burton, W.N.; Conti, D.J.; Chen, C.Y.; Schultz, A.B.; Edington, D.W. The role of health risk factors and disease on worker productivity. J. Occup. Environ. Med. 1999, 41, 863–877. [Google Scholar] [CrossRef]
- Burton, W.N.; Pransky, G.; Conti, D.J.; Chen, C.Y.; Edington, D.W. The association of medical conditions and presenteeism. J. Occup. Environ. Med. 2004, 46, S38–S45. [Google Scholar] [CrossRef]
- Kigozi, J.; Jowett, S.; Lewis, M.; Barton, P.; Coast, J. The estimation and inclusion of presenteeism costs in applied economic evaluation: A systematic review. Value Health 2017, 20, 496–506. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Mattke, S.; Balakrishnan, A.; Bergamo, G.; Newberry, S.J. A review of methods to measure health-related productivity loss. Am. J. Manag. Care 2007, 13, 211–217. [Google Scholar]
- Goetzel, R.Z.; Long, S.R.; Ozminkowski, R.J.; Hawkins, K.; Wang, S.; Lynch, W. Health, absence, disability, and presenteeism cost estimates of certain physical and mental health conditions affecting US employers. J. Occup. Environ. Med. 2004, 46, 398–412. [Google Scholar] [CrossRef] [Green Version]
- Collins, J.J.; Baase, C.M.; Sharda, C.E.; Ozminkowski, R.J.; Nicholson, S.; Billotti, G.M.; Turpin, R.S.; Olson, M.; Berger, M.L. The assessment of chronic health conditions on work performance, absence, and total economic impact for employers. J. Occup. Environ. Med. 2005, 47, 547–557. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Barmby, T. Worker absenteeism: A discrete hazard model with bivariate heterogeneity. Labour Econ. 2002, 9, 469–476. [Google Scholar] [CrossRef]
- Dionne, G.; Dostie, B. New evidence on the determinants of absenteeism using linked employer-employee data. ILR Rev. 2007, 61, 108–120. [Google Scholar] [CrossRef] [Green Version]
- Bekker, M.H.; Croon, M.A.; Bressers, B. Childcare involvement, job characteristics, gender and work attitudes as predictors of emotional exhaustion and sickness absence. Work Stress 2005, 19, 221–237. [Google Scholar] [CrossRef]
- Aronsson, G.; Gustafsson, K.; Dallner, M. Sick but yet at work. An empirical study of sickness presenteeism. J. Epidemiol. Community Health 2000, 54, 502–509. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Sendén, M.G.; Schenck-Gustafsson, K.; Fridner, A. Gender differences in reasons for sickness presenteeism-a study among GPs in a Swedish health care organization. Ann. Occup. Environ. Med. 2016, 28, 50. [Google Scholar] [CrossRef] [Green Version]
- Aronsson, G.; Gustafsson, K. Sickness presenteeism: Prevalence, attendance-pressure factors, and an outline of a model for research. J. Occup. Environ. Med. 2005, 47, 958–966. [Google Scholar] [CrossRef]
- Lerner, D.; Allaire, S.H.; Reisine, S.T. Work disability resulting from chronic health conditions. J. Occup. Environ. Med. 2005, 47, 253–264. [Google Scholar] [CrossRef]
- Bierla, I.; Huver, B.; Richard, S. New evidence on absenteeism and presenteeism. Int. J. Hum. Resour. Manag. 2013, 24, 1536–1550. [Google Scholar] [CrossRef]
- Frick, B.; Malo, M.Á. Labor market institutions and individual absenteeism in the European Union: The relative importance of sickness benefit systems and employment protection legislation. Ind. Relat. 2008, 47, 505–529. [Google Scholar] [CrossRef]
- Stewart, W.F.; Ricci, J.A.; Chee, E.; Morganstein, D. Lost productive work time costs from health conditions in the United States: Results from the American Productivity Audit. J. Occup. Environ. Med. 2003, 45, 1234–1246. [Google Scholar] [CrossRef] [PubMed]
- Prater, T.; Smith, K. Underlying factors contributing to presenteeism and absenteeism. J. Bus. Econ. Res. 2011, 9, 1–14. [Google Scholar] [CrossRef] [Green Version]
- Kiani, P.; Merlo, A.; Saeed, H.M.; Benson, S.; Bruce, G.; Hoorn, R.; Kraneveld, A.D.; Severeijns, N.R.; Sips, A.S.M.; Scholey, A.; et al. Immune fitness, and the psychosocial and health consequences of the COVID-19 pandemic lockdown in The Netherlands: Methodology and design of the CLOFIT study. Eur. J. Investig. Health Psychol. Educ. 2021, 11, 199–218. [Google Scholar] [CrossRef] [PubMed]
- Centraal Bureau voor de Statistiek (CBS). Opleidingsniveau. Available online: https://www.cbs.nl/nl-nl/nieuws/2019/33/verschil-levensverwachting-hoog-en-laagopgeleid-groeit/opleidingsniveau (accessed on 11 October 2022).
- Centraal Bureau voor de Statistiek (CBS). Uurlonen van Werknemers Naar Beroepsgroep. 2016. Available online: https://www.cbs.nl/nl-nl/maatwerk/2017/48/uurlonen-van-werknemers-naar-beroepsgroep-2016 (accessed on 11 October 2022).
- Bhattacharya, A. Financial Headache. In The Cost of Workplace Hangovers and Intoxication to the UK Economy; IAS: London, UK, 2019; Available online: http://www.ias.org.uk/uploads/pdf/IAS%20reports/rp35062019.pdf (accessed on 11 October 2022).
- Verster, J.C.; Kraneveld, A.D.; Garssen, J. The assessment of immune fitness. J. Clin. Med. 2023, 12, 22. [Google Scholar] [CrossRef]
- Van Schrojenstein Lantman, M.; Otten, L.S.; Mackus, M.; de Kruijff, D.; van de Loo, A.J.A.E.; Kraneveld, A.D.; Garssen, J.; Verster, J.C. Mental resilience, perceived immune functioning, and health. J. Multidiscip. Healthc. 2017, 10, 107–112. [Google Scholar] [CrossRef] [Green Version]
- Centraal Bureau voor de Statistiek (CBS). Arbeidsdeelname; Kerncijfers. 13 November 2020. Available online: https://opendata.cbs.nl/statline/?dl=6CBD5#/CBS/nl/dataset/85264NED/table (accessed on 11 October 2022).
- Centraal Bureau voor de Statistiek (CBS). Werkzame Beroepsbevolking; Gemiddeld Inkomen. Available online: https://opendata.cbs.nl/statline/#/CBS/nl/dataset/83686NED/table?dl=3451A (accessed on 11 October 2022).
- Media, T. Inflatie Nederland 2019. Available online: https://www.inflation.eu/nl/inflatiecijfers/nederland/historische-inflatie/cpi-inflatie-nederland-2019.aspx (accessed on 11 October 2022).
- Centraal Bureau voor de Statistiek (CBS). Meer dan de Helft Werkt Voltijds. Available online: https://www.cbs.nl/nl-nl/nieuws/2020/08/meer-dan-de-helft-werkt-voltijds (accessed on 11 October 2022).
- Rijksoverheid. Budget 2019. Available online: www.rijksfinancien.nl/begroting/uitgaven (accessed on 11 October 2022).
- Kiani, P.; Mulder, K.E.W.; Balikji, J.; Kraneveld, A.D.; Garssen, J.; Verster, J.C. Pandemic preparedness: Maintaining adequate immune fitness by attaining a normal, healthy bodyweight. J. Clin. Med. 2022, 11, 3933. [Google Scholar] [CrossRef]
- Kiani, P.; Balikji, J.; Kraneveld, A.D.; Garssen, J.; Bruce, G.; Verster, J.C. Pandemic preparedness: The importance of adequate immune fitness. J. Clin. Med. 2022, 11, 2442. [Google Scholar] [CrossRef] [PubMed]
Variables Assessed | Overall | Men | Women | p-Value |
---|---|---|---|---|
n (%) | 425 (100) | 140 (32.9) | 285 (67.1) | <0.001 * |
Age (Mean, SD) | 36.2 (14.9) | 39.4 (14.9) | 34.6 (14.7) | 0.001 * |
Career level | ||||
Junior (18–34 years old), n (%) | 244 (57.4) | 67 (47.9) | 177 (62.1) | 0.005 * |
Middle (35–50 years old), n (%) | 79 (18.6) | 30 (21.4) | 49 (17.2) | 0.296 |
Senior (51–65 years old), n (%) | 102 (24.0) | 43 (30.7) | 59 (20.7) | 0.023 * |
Education level, n (%) | ||||
Low | 49 (11.5) | 15 (10.7) | 34 (11.9) | 0.716 |
Middle | 112 (26.4) | 38 (27.2) | 74 (26.0) | 0.792 |
High | 264 (62.1) | 87 (62.1) | 177 (62.1) | 1.000 |
Job category, n (%) | ||||
Agriculture, forestry, fishing | 7 (1.6) | 3 (2.1) | 4 (2.4) | 0.847 |
Industry | 19 (4.5) | 12 (8.6) | 7 (2.5) | 0.004 * |
Production and distribution of electricity, natural gas, steam and cooled air trade | 3 (0.7) | 1 (0.7) | 2 (0.7) | 1.000 |
Construction industry | 6 (1.4) | 2 (1.4) | 4 (1.4) | 1.000 |
Wholesale and retail trade, repair of cars | 20 (4.7) | 12 (8.6) | 8 (2.8) | 0.008 * |
Transportation and storage | 19 (4.5) | 13 (9.3) | 6 (2.1) | <0.001 * |
Hospitality, catering industry | 37 (8.7) | 10 (7.1) | 27 (9.5) | 0.410 |
Information and communication | 29 (6.8) | 12 (8.6) | 17 (6.0) | 0.319 |
Financial services | 18 (4.2) | 9 (6.4) | 9 (3.2) | 0.125 |
Rental and trade of real estate | 1 (0.2) | 0 (0.0) | 1 (0.4) | 0.454 |
Advice, research and other specialist business services | 23 (5.4) | 6 (4.3) | 17 (6.0) | 0.468 |
Rental and trade of real estate | 2 (0.5) | 1 (0.7) | 1 (0.4) | 0.680 |
Public administration, government, social insurance | 16 (3.8) | 5 (3.6) | 11 (3.9) | 0.879 |
Education | 41 (9.6) | 13 (9.3) | 28 (9.8) | 0.870 |
Health and welfare care | 105 (24.7) | 20 (14.3) | 85 (29.8) | <0.001 * |
Culture, sports and recreation | 25 (5.9) | 5 (3.6) | 20 (7.0) | 0.162 |
Other services | 51 (12.0) | 16 (11.4) | 35 (12.3) | 0.789 |
Households as employers | 3 (0.7) | 0 (0.0) | 3 (1.1) | 0.214 |
Work characteristics, mean (SD) | ||||
Hours worked per week | 28.7 (13.5) | 33.2 (14.5) | 26.5 (12.4) | <0.001 * |
Days worked per week | 4.3 (1.8) | 4.6 (2.0) | 4.1 (1.6) | 0.008 * |
Days worked on location per week | 3.7 (1.6) | 4.0 (1.7) | 3.6 (1.5) | 0.006 * |
Days worked from home per week | 0.5 (1.3) | 0.6 (1.5) | 0.5 (1.3) | 0.983 |
Underlying disease, n (%) | ||||
Yes | 230 (54.8) | 67 (48.6) | 163 (57.8) | 0.074 |
No | 190 (45.2) | 71 (51.4) | 119 (42.2) | 0.074 |
Variables Assessed | Overall | Men | Women | p-Value |
---|---|---|---|---|
Immune Fitness | ||||
ISQ | 7.0 (2.3) | 7.7 (2.1) | 6.7 (2.3) | <0.001 * |
Single item immune fitness | 7.6 (1.6) | 7.9 (1.3) | 7.4 (1.8) | 0.008 * |
Consequences of reduced immune fitness | ||||
Absenteeism (days) | 2.9 (9.3) | 1.5 (3.3) | 3.6 (11.0) | 0.002 * |
Presenteeism (days) | 19.0 (56.1) | 14.2 (48.9) | 21.3 (59.2) | <0.001 * |
Performance level with reduced immune fitness (%) | 77.2 (17.7) | 76.7 (19.0) | 77.2 (17.2) | 0.855 |
Correlations | ISQ | Immune Fitness Score |
---|---|---|
Absenteeism (days) | r = −0.366, p < 0.001 * | r = −0.272, p < 0.001 * |
Presenteeism (days) | r = −0.353, p < 0.001 * | r = −0.256, p < 0.001 * |
Performance level (%) 1 | r = 0.212, p < 0.001 * | r = 0.070, p = 0.243 |
Career Level | Junior | Middle | Senior |
---|---|---|---|
Age range (years) | 18–35 | 36–50 | 51–65 |
n | 244 | 79 | 102 |
ISQ | 6.6 (2.1) | 7.4 (2.3) | 7.8 (2.3) |
Immune fitness | 7.7 (1.5) | 7.5 (1.6) | 7.3 (2.0) |
Absenteeism (days) | 2.4 (7.2) | 1.9 (4.1) | 4.6 (14.8) |
Presenteeism (days) | 11.9 (39.6) | 36.8 (81.8) | 22.1 (62.3) |
Performance level (%) 1 | 74.3 (14.8) | 83.4 (18.5) * | 80.0 (22.9) * |
Education Level | Low | Middle | High |
---|---|---|---|
n | 49 | 112 | 264 |
ISQ | 7.3 (2.6) | 7.1 (2.1) | 7.0 (2.3) |
Immune fitness | 7.0 (2.2) | 7.5 (1.7) | 7.7 (1.4) |
Absenteeism (days) | 1.9 (4.6) | 4.7 (14.1) | 2.3 (6.9) |
Presenteeism (days) | 22.6 (59.0) | 27.0 (70.2) | 14.9 (48.0) |
Performance level (%) 1 | 83.5 (18.7) * | 81.6 (17.2) * | 74.3 (17.2) |
Education Level | Underlying Disease | No Underlying Disease |
---|---|---|
n | 230 | 190 |
ISQ | 6.5 (2.3) | 7.7 (2.0) * |
Immune fitness | 7.3 (1.7) | 7.9 (1.4) * |
Absenteeism (days) | 3.8 (10.4) | 1.8 (7.7) * |
Presenteeism (days) | 23.6 (62.7) | 13.6 (47.3) * |
Performance level (%) 1 | 75.1 (18.3) | 79.7 (16.4) * |
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Sips, A.S.M.; Severeijns, N.R.; Kraneveld, A.D.; Garssen, J.; Verster, J.C. Reduced Immune Fitness and Job Performance: Absenteeism, Presenteeism, and Associated Costs for the Dutch Economy. Int. J. Environ. Res. Public Health 2023, 20, 1761. https://doi.org/10.3390/ijerph20031761
Sips ASM, Severeijns NR, Kraneveld AD, Garssen J, Verster JC. Reduced Immune Fitness and Job Performance: Absenteeism, Presenteeism, and Associated Costs for the Dutch Economy. International Journal of Environmental Research and Public Health. 2023; 20(3):1761. https://doi.org/10.3390/ijerph20031761
Chicago/Turabian StyleSips, Annabel S. M., Noortje R. Severeijns, Aletta D. Kraneveld, Johan Garssen, and Joris C. Verster. 2023. "Reduced Immune Fitness and Job Performance: Absenteeism, Presenteeism, and Associated Costs for the Dutch Economy" International Journal of Environmental Research and Public Health 20, no. 3: 1761. https://doi.org/10.3390/ijerph20031761
APA StyleSips, A. S. M., Severeijns, N. R., Kraneveld, A. D., Garssen, J., & Verster, J. C. (2023). Reduced Immune Fitness and Job Performance: Absenteeism, Presenteeism, and Associated Costs for the Dutch Economy. International Journal of Environmental Research and Public Health, 20(3), 1761. https://doi.org/10.3390/ijerph20031761