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Published in: BMC Public Health 1/2006

Open Access 01-12-2006 | Research article

Effort-reward imbalance at work and the co-occurrence of lifestyle risk factors: cross-sectional survey in a sample of 36,127 public sector employees

Authors: Anne Kouvonen, Mika Kivimäki, Marianna Virtanen, Tarja Heponiemi, Marko Elovainio, Jaana Pentti, Anne Linna, Jussi Vahtera

Published in: BMC Public Health | Issue 1/2006

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Abstract

Background

In occupational life, a mismatch between high expenditure of effort and receiving few rewards may promote the co-occurrence of lifestyle risk factors, however, there is insufficient evidence to support or refute this hypothesis. The aim of this study is to examine the extent to which the dimensions of the Effort-Reward Imbalance (ERI) model – effort, rewards and ERI – are associated with the co-occurrence of lifestyle risk factors.

Methods

Based on data from the Finnish Public Sector Study, cross-sectional analyses were performed for 28,894 women and 7233 men. ERI was conceptualized as a ratio of effort and rewards. To control for individual differences in response styles, such as a personal disposition to answer negatively to questionnaires, occupational and organizational -level ecological ERI scores were constructed in addition to individual-level ERI scores. Risk factors included current smoking, heavy drinking, body mass index ≥25 kg/m2, and physical inactivity. Multinomial logistic regression models were used to estimate the likelihood of having one risk factor, two risk factors, and three or four risk factors. The associations between ERI and single risk factors were explored using binary logistic regression models.

Results

After adjustment for age, socioeconomic position, marital status, and type of job contract, women and men with high ecological ERI were 40% more likely to have simultaneously ≥3 lifestyle risk factors (vs. 0 risk factors) compared with their counterparts with low ERI. When examined separately, both low ecological effort and low ecological rewards were also associated with an elevated prevalence of risk factor co-occurrence. The results obtained with the individual-level scores were in the same direction. The associations of ecological ERI with single risk factors were generally less marked than the associations with the co-occurrence of risk factors.

Conclusion

This study suggests that a high ratio of occupational efforts relative to rewards may be associated with an elevated risk of having multiple lifestyle risk factors. However, an unexpected association between low effort and a higher likelihood of risk factor co-occurrence as well as the absence of data on overcommitment (and thereby a lack of full test of the ERI model) warrant caution in regard to the extent to which the entire ERI model is supported by our evidence.
Literature
1.
go back to reference Siegrist J: Adverse health effects of high-effort/low-reward conditions. J Occup Health Psychol. 1996, 1: 27-41. 10.1037/1076-8998.1.1.27.CrossRefPubMed Siegrist J: Adverse health effects of high-effort/low-reward conditions. J Occup Health Psychol. 1996, 1: 27-41. 10.1037/1076-8998.1.1.27.CrossRefPubMed
2.
go back to reference Siegrist J: Reducing social inequalities in health: work-related strategies. Scand J Public Health. 2002, 30: 49-53. 10.1080/140349402760232661.CrossRef Siegrist J: Reducing social inequalities in health: work-related strategies. Scand J Public Health. 2002, 30: 49-53. 10.1080/140349402760232661.CrossRef
3.
go back to reference Siegrist J, Starke D, Chandola T, Godin I, Marmot M, Niedhammer I, Peter R: The measurement of effort-reward imbalance at work: European comparisons. Soc Sci Med. 2004, 58: 1483-1499. 10.1016/S0277-9536(03)00351-4.CrossRefPubMed Siegrist J, Starke D, Chandola T, Godin I, Marmot M, Niedhammer I, Peter R: The measurement of effort-reward imbalance at work: European comparisons. Soc Sci Med. 2004, 58: 1483-1499. 10.1016/S0277-9536(03)00351-4.CrossRefPubMed
4.
go back to reference Siegrist J, Marmot M: Health inequalities and the psychosocial environment – two scientific challenges. Soc Sci Med. 2004, 58: 1463-1473. 10.1016/S0277-9536(03)00349-6.CrossRefPubMed Siegrist J, Marmot M: Health inequalities and the psychosocial environment – two scientific challenges. Soc Sci Med. 2004, 58: 1463-1473. 10.1016/S0277-9536(03)00349-6.CrossRefPubMed
5.
go back to reference Siegrist J: Social reciprocity and health: new scientific evidence and policy implications. Psychoneuroendocrinology. 2005, 30: 1033-1038. 10.1016/j.psyneuen.2005.03.017.CrossRefPubMed Siegrist J: Social reciprocity and health: new scientific evidence and policy implications. Psychoneuroendocrinology. 2005, 30: 1033-1038. 10.1016/j.psyneuen.2005.03.017.CrossRefPubMed
6.
go back to reference van Vegchel N, de Jonge J, Bosma H, Schaufeli W: Reviewing the effort- reward imbalance model: drawing up the balance of 45 empirical studies. Soc Sci Med. 2005, 60: 1117-1131. 10.1016/j.socscimed.2004.06.043.CrossRefPubMed van Vegchel N, de Jonge J, Bosma H, Schaufeli W: Reviewing the effort- reward imbalance model: drawing up the balance of 45 empirical studies. Soc Sci Med. 2005, 60: 1117-1131. 10.1016/j.socscimed.2004.06.043.CrossRefPubMed
7.
go back to reference Tsutsumi A, Kawakami N: A review of empirical studies on the model of effort-reward imbalance at work: reducing occupational stress by implementing a new theory. Soc Sci Med. 2004, 59: 2335-2359. 10.1016/j.socscimed.2004.03.030.CrossRefPubMed Tsutsumi A, Kawakami N: A review of empirical studies on the model of effort-reward imbalance at work: reducing occupational stress by implementing a new theory. Soc Sci Med. 2004, 59: 2335-2359. 10.1016/j.socscimed.2004.03.030.CrossRefPubMed
8.
go back to reference Peter R, Siegrist J, Stork J, Mann H, Labrot B: Zigarettenrauchen und psychosoziale Arbeitsbelastungen bei Beschäftigten des mittleren Managements (Cigarette smoking and work stress in middle- managers). Soz Präventivmed. 1991, 36: 315-321. 10.1007/BF01368738. (English abstract available.)CrossRefPubMed Peter R, Siegrist J, Stork J, Mann H, Labrot B: Zigarettenrauchen und psychosoziale Arbeitsbelastungen bei Beschäftigten des mittleren Managements (Cigarette smoking and work stress in middle- managers). Soz Präventivmed. 1991, 36: 315-321. 10.1007/BF01368738. (English abstract available.)CrossRefPubMed
9.
go back to reference Peter R: Job stressors, coping characteristics, and the development of coronary heart disease (CHD): Results from two studies. Psychologische-Beitrage. 1995, 37: 40-45. Peter R: Job stressors, coping characteristics, and the development of coronary heart disease (CHD): Results from two studies. Psychologische-Beitrage. 1995, 37: 40-45.
10.
go back to reference Kouvonen A, Kivimäki M, Virtanen M, Pentti J, Vahtera J: Work stress, smoking status and smoking intensity: an observational study of 46 190 employees. J Epidemiol Community Health. 2005, 59: 63-69. 10.1136/jech.2004.019752.CrossRefPubMedPubMedCentral Kouvonen A, Kivimäki M, Virtanen M, Pentti J, Vahtera J: Work stress, smoking status and smoking intensity: an observational study of 46 190 employees. J Epidemiol Community Health. 2005, 59: 63-69. 10.1136/jech.2004.019752.CrossRefPubMedPubMedCentral
11.
go back to reference Puls W: Kontrollambitionen am Arbeitsplatz und die Motivation zum Alkoholkonsum: Eine schriftliche Befragung in drei öffentlichen Verwaltungen (Need for control in the workplace and motivation for alcohol consumption: a written survey in three public civil service agencies). Soz Präventivmed. 1995, 40: 309-317. 10.1007/BF01299199. (English abstract available.)CrossRefPubMed Puls W: Kontrollambitionen am Arbeitsplatz und die Motivation zum Alkoholkonsum: Eine schriftliche Befragung in drei öffentlichen Verwaltungen (Need for control in the workplace and motivation for alcohol consumption: a written survey in three public civil service agencies). Soz Präventivmed. 1995, 40: 309-317. 10.1007/BF01299199. (English abstract available.)CrossRefPubMed
12.
go back to reference Head J, Stansfeld SA, Siegrist J: The psychosocial work environment and alcohol dependence: a prospective study. Occup Environ Med. 2004, 61: 219-244. 10.1136/oem.2002.005256.CrossRefPubMedPubMedCentral Head J, Stansfeld SA, Siegrist J: The psychosocial work environment and alcohol dependence: a prospective study. Occup Environ Med. 2004, 61: 219-244. 10.1136/oem.2002.005256.CrossRefPubMedPubMedCentral
13.
go back to reference Kouvonen A, Kivimäki M, Cox SJ, Cox T, Vahtera J: Relationship between work stress and body mass index among 45,810 female and male employees. Psychosom Med. 2005, 67: 577-583. 10.1097/01.psy.0000170330.08704.62.CrossRefPubMed Kouvonen A, Kivimäki M, Cox SJ, Cox T, Vahtera J: Relationship between work stress and body mass index among 45,810 female and male employees. Psychosom Med. 2005, 67: 577-583. 10.1097/01.psy.0000170330.08704.62.CrossRefPubMed
14.
go back to reference Rosal MC, Ockene JK, Ma Y, Hebert JR, Merriam PA, Matthews CE, Ockene IS: Behavioral risk factors among members of a health maintenance organization. Prev Med. 2001, 33: 586-594. 10.1006/pmed.2001.0929.CrossRefPubMed Rosal MC, Ockene JK, Ma Y, Hebert JR, Merriam PA, Matthews CE, Ockene IS: Behavioral risk factors among members of a health maintenance organization. Prev Med. 2001, 33: 586-594. 10.1006/pmed.2001.0929.CrossRefPubMed
15.
go back to reference Meng L, Maskarinec G, Lee J, Kolonel LN: Lifestyle factors and chronic diseases: application of a composite risk index. Prev Med. 1999, 29: 296-304. 10.1006/pmed.1999.0538.CrossRefPubMed Meng L, Maskarinec G, Lee J, Kolonel LN: Lifestyle factors and chronic diseases: application of a composite risk index. Prev Med. 1999, 29: 296-304. 10.1006/pmed.1999.0538.CrossRefPubMed
16.
go back to reference Kivimäki M, Virtanen M, Vartia M, Elovainio M, Vahtera J, Keltikangas-Järvinen L: Workplace bullying and the risk of cardiovascular disease and depression. Occup Environ Med. 2003, 60: 779-783. 10.1136/oem.60.10.779.CrossRefPubMedPubMedCentral Kivimäki M, Virtanen M, Vartia M, Elovainio M, Vahtera J, Keltikangas-Järvinen L: Workplace bullying and the risk of cardiovascular disease and depression. Occup Environ Med. 2003, 60: 779-783. 10.1136/oem.60.10.779.CrossRefPubMedPubMedCentral
17.
go back to reference Vahtera J, Kivimäki M, Pentti J, Linna A, Virtanen M, Virtanen P, Ferrie JE: Organisational downsizing, sickness absence, and mortality: 10-town prospective cohort study. BMJ. 2004, 328: 555-557. 10.1136/bmj.37972.496262.0D.CrossRefPubMedPubMedCentral Vahtera J, Kivimäki M, Pentti J, Linna A, Virtanen M, Virtanen P, Ferrie JE: Organisational downsizing, sickness absence, and mortality: 10-town prospective cohort study. BMJ. 2004, 328: 555-557. 10.1136/bmj.37972.496262.0D.CrossRefPubMedPubMedCentral
18.
go back to reference Godin I, Kittel F, Coppieters Y, Siegrist J: A prospective study of cumulative job stress in relation to mental health. BMC Public Health. 2005, 5: 67-10.1186/1471-2458-5-67.CrossRefPubMedPubMedCentral Godin I, Kittel F, Coppieters Y, Siegrist J: A prospective study of cumulative job stress in relation to mental health. BMC Public Health. 2005, 5: 67-10.1186/1471-2458-5-67.CrossRefPubMedPubMedCentral
19.
go back to reference WHO: Obesity: preventing and managing the global epidemic. Rep. WHO Consult. Obes. WHO/Nut/NCD/98.1. 2000, Geneva: World Health Organization, [WHO Technical Report Series 894] WHO: Obesity: preventing and managing the global epidemic. Rep. WHO Consult. Obes. WHO/Nut/NCD/98.1. 2000, Geneva: World Health Organization, [WHO Technical Report Series 894]
20.
go back to reference Aalto M, Seppä K, Kiianmaa K, Sillanaukee P: Drinking habits and prevalence of heavy drinking among primary health care outpatients and general population. Addiction. 1999, 94: 1371-1379. 10.1046/j.1360-0443.1999.94913719.x.CrossRefPubMed Aalto M, Seppä K, Kiianmaa K, Sillanaukee P: Drinking habits and prevalence of heavy drinking among primary health care outpatients and general population. Addiction. 1999, 94: 1371-1379. 10.1046/j.1360-0443.1999.94913719.x.CrossRefPubMed
21.
go back to reference Vahtera J, Poikolainen K, Kivimäki M, Ala-Mursula L, Pentti J: Alcohol intake and sickness absence: a curvilinear relation. Am J Epidemiol. 2002, 156: 969-976. 10.1093/aje/kwf138.CrossRefPubMed Vahtera J, Poikolainen K, Kivimäki M, Ala-Mursula L, Pentti J: Alcohol intake and sickness absence: a curvilinear relation. Am J Epidemiol. 2002, 156: 969-976. 10.1093/aje/kwf138.CrossRefPubMed
22.
go back to reference Kujala UM, Kaprio J, Koskenvuo M: Modifiable risk factors as predictors of all-cause mortality: the roles of genetics and childhood environment. Am J Epidemiol. 2002, 156: 985-993. 10.1093/aje/kwf151.CrossRefPubMed Kujala UM, Kaprio J, Koskenvuo M: Modifiable risk factors as predictors of all-cause mortality: the roles of genetics and childhood environment. Am J Epidemiol. 2002, 156: 985-993. 10.1093/aje/kwf151.CrossRefPubMed
23.
go back to reference Lipsitz SH, Kim K, Zhao L: Analysis of repeated categorical data using generalized estimating equations. Stat Med. 1994, 13: 1149-1163.CrossRefPubMed Lipsitz SH, Kim K, Zhao L: Analysis of repeated categorical data using generalized estimating equations. Stat Med. 1994, 13: 1149-1163.CrossRefPubMed
24.
go back to reference McClelland GH, Judd CM: Statistical difficulties of detecting interactions and moderator effects. Psychol Bulletin. 1993, 2: 376-390. 10.1037/0033-2909.114.2.376.CrossRef McClelland GH, Judd CM: Statistical difficulties of detecting interactions and moderator effects. Psychol Bulletin. 1993, 2: 376-390. 10.1037/0033-2909.114.2.376.CrossRef
25.
go back to reference Amick BC, McDonough P, Chang H, Rogers WH, Pieper CF, Duncan G: Relationship between all-cause mortality and cumulative working life course psychosocial and physical exposures in the United States labor market from 1968 to 1992. Psychosom Med. 2002, 64: 370-381.CrossRefPubMed Amick BC, McDonough P, Chang H, Rogers WH, Pieper CF, Duncan G: Relationship between all-cause mortality and cumulative working life course psychosocial and physical exposures in the United States labor market from 1968 to 1992. Psychosom Med. 2002, 64: 370-381.CrossRefPubMed
26.
go back to reference Dallman MF, Pecoraro N, Akana SF, la Fleur SE, Gomez F, Houshyar H, Bell ME, Bhatnagar S, Laugero KD, Manalo S: Chronic stress and obesity: A new view of "comfort food". Proc Natl Acad Sci USA. 2003, 100: 11696-11701. 10.1073/pnas.1934666100.CrossRefPubMedPubMedCentral Dallman MF, Pecoraro N, Akana SF, la Fleur SE, Gomez F, Houshyar H, Bell ME, Bhatnagar S, Laugero KD, Manalo S: Chronic stress and obesity: A new view of "comfort food". Proc Natl Acad Sci USA. 2003, 100: 11696-11701. 10.1073/pnas.1934666100.CrossRefPubMedPubMedCentral
27.
go back to reference Work in America. Report of a special task force to the Secretary of Health, Education and Welfare. 1983, Cambridge, MA: The MIT Press Work in America. Report of a special task force to the Secretary of Health, Education and Welfare. 1983, Cambridge, MA: The MIT Press
28.
go back to reference Payne N, Jones F, Harris P: The impact of working life on health behavior: the effect of job strain on the cognitive predictors of exercise. J Occup Health Psychol. 2002, 7: 342-353. 10.1037/1076-8998.7.4.342.CrossRefPubMed Payne N, Jones F, Harris P: The impact of working life on health behavior: the effect of job strain on the cognitive predictors of exercise. J Occup Health Psychol. 2002, 7: 342-353. 10.1037/1076-8998.7.4.342.CrossRefPubMed
29.
go back to reference Fine LJ, Philogene GS, Gramling R, Coups EJ, Sinha S: Prevalence of multiple chronic disease risk factors: 2001 National Health Interview Survey. Am J Prev Med. 2004, 18-24. 10.1016/j.amepre.2004.04.017. Suppl 2 Fine LJ, Philogene GS, Gramling R, Coups EJ, Sinha S: Prevalence of multiple chronic disease risk factors: 2001 National Health Interview Survey. Am J Prev Med. 2004, 18-24. 10.1016/j.amepre.2004.04.017. Suppl 2
30.
go back to reference Pikhart H, Bobak M, Pajak A, Malyutina S, Kubinova R, Topor R, Sebakova H, Nikitin Y, Marmot M: Psychosocial factors at work and depression in three countries of Central and Eastern Europe. Soc Sci Med. 2004, 8: 1475-1482. 10.1016/S0277-9536(03)00350-2.CrossRef Pikhart H, Bobak M, Pajak A, Malyutina S, Kubinova R, Topor R, Sebakova H, Nikitin Y, Marmot M: Psychosocial factors at work and depression in three countries of Central and Eastern Europe. Soc Sci Med. 2004, 8: 1475-1482. 10.1016/S0277-9536(03)00350-2.CrossRef
31.
go back to reference Fahlen G, Peter R, Knutsson A: The Effort-Reward Imbalance model of psychosocial stress at the workplace:/a comparison of ERI exposure assessment using two estimation methods. Work Stress. 2004, 18: 81-88. 10.1080/02678370410001696073.CrossRef Fahlen G, Peter R, Knutsson A: The Effort-Reward Imbalance model of psychosocial stress at the workplace:/a comparison of ERI exposure assessment using two estimation methods. Work Stress. 2004, 18: 81-88. 10.1080/02678370410001696073.CrossRef
32.
go back to reference Steptoe A, Cropley M, Griffith J, Joekes K: The influence of abdominal obesity and chronic work stress on ambulatory blood pressure in men and women. Int J Obes. 1999, 23: 1184-1191. 10.1038/sj.ijo.0801054.CrossRef Steptoe A, Cropley M, Griffith J, Joekes K: The influence of abdominal obesity and chronic work stress on ambulatory blood pressure in men and women. Int J Obes. 1999, 23: 1184-1191. 10.1038/sj.ijo.0801054.CrossRef
33.
go back to reference Chandola T, Siegrist J, Marmot M: Do changes in effort-reward imbalance at work contribute to an explanation of the social gradient in angina?. Occup Environ Med. 2005, 62: 223-230. 10.1136/oem.2004.016675.CrossRefPubMedPubMedCentral Chandola T, Siegrist J, Marmot M: Do changes in effort-reward imbalance at work contribute to an explanation of the social gradient in angina?. Occup Environ Med. 2005, 62: 223-230. 10.1136/oem.2004.016675.CrossRefPubMedPubMedCentral
34.
go back to reference Berrigan D, Dodd K, Troiano RP, Krebs-Smith SM, Barbash RB: Patterns of health behavior in U.S. adults. Prev Med. 2003, 36: 615-623. 10.1016/S0091-7435(02)00067-1.CrossRefPubMed Berrigan D, Dodd K, Troiano RP, Krebs-Smith SM, Barbash RB: Patterns of health behavior in U.S. adults. Prev Med. 2003, 36: 615-623. 10.1016/S0091-7435(02)00067-1.CrossRefPubMed
35.
go back to reference Mokdad AH, Giles WH, Bowman BA, Mensah GA, Ford ES, Smith SM, Marks JS: Changes in health behaviors among older Americans, 1990 to 2000. Public Health Rep. 2004, 119: 356-361. 10.1016/j.phr.2004.04.015.CrossRefPubMedPubMedCentral Mokdad AH, Giles WH, Bowman BA, Mensah GA, Ford ES, Smith SM, Marks JS: Changes in health behaviors among older Americans, 1990 to 2000. Public Health Rep. 2004, 119: 356-361. 10.1016/j.phr.2004.04.015.CrossRefPubMedPubMedCentral
Metadata
Title
Effort-reward imbalance at work and the co-occurrence of lifestyle risk factors: cross-sectional survey in a sample of 36,127 public sector employees
Authors
Anne Kouvonen
Mika Kivimäki
Marianna Virtanen
Tarja Heponiemi
Marko Elovainio
Jaana Pentti
Anne Linna
Jussi Vahtera
Publication date
01-12-2006
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2006
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-6-24

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