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Research Support
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2. Research Support & Collaborators
3. Take Away Messages Aging and life course perspective provides new models for occupational safety and health
Spending a working life in a job with little or moderately little control increases the hazard of death
The primary hypothesis of the job strain model (high strain) not supported
Spending a working life in a passive job increases the hazard of death
Its not income its labor market conditions!
4. Labor Markets and Health Framework
5. What Are Labor Market Experiences? The nature of work what work is done and how it is done in the labor market
The availability of work how a person is connected to the labor market
Over time these experiences create a working life course that defines a citizen's adult life
6. Problems to Overcome: Measuring Objective Exposures Defines the occupational health approach by identifying interventions
Reduces potential confounding of measuring exposure and outcome in same instrument
Often accomplished through using a job exposure matrix
7. Problems to Overcome:Developing Life Course Exposure Models Defines the salience of a labor markets and health approach
Requires multiple measurements of exposure
Integrates time, context and transitions into the dose-response relationship
8. The Problem of A Dynamic Cohort: Left Censoring
9. The Problem of A Dynamic Cohort: Mid Censoring
10. Problems to Overcome:Integrating Health Into Exposure Models Health is an intervening variable
Requires multiple measurements of health
Highlights the practical importance of health care in managing work life exposure
11. Hypothesis A working life course characterized by a large amount of time in hazardous psychosocial and physical work conditions places a person at an increased risk of death
job strain (high demands & low control)
low job control
lack of job content
heavy physical demands
12. The Panel Study of Income Dynamics On-going household-level panel study started in 1968
Response rates high
Sample representative of US households with exception of recent immigrants
Annual data on labor market experience and health:
eliminates recall bias problems
permits the examination of reciprocal effects
allows short and long-term effects to be estimated
Data publicly available with exception of mortality data
13. Cohort Definition 1969 Initiate Cohort - Followed Through 1991
Start Counting Deaths in 1970 Through 1992
Exclude Any Observation With Less Than Three Years of Exposure Information
1885 Deaths Goes to 963 Deaths and 157845 PY
14. Cohort Definition:Exclusion Biases
15. Exposure Measurement:Using The Job Exposure Matrix Job Characteristics Scoring System (Schwartz et al, 1988)
Psychological Job Demands: the perceived demands from the job and others in the workplace
Job Control: the opportunity to decide what work to do and how to do it
Work Support: supervisor and coworker assistance in getting the job done and listening
Physical Exertion: the physical demands of the job
Job Security: the degree a worker feels likely to have a job or useful skills in the future
16. Job Strain
17. Exposure Measurement:Cumulative Life Time Exposure Calculation Life Course Exposure Quartile
1 2 3 4
1970 Welder 1 0 0 0
1971 Punch & Stamper .5 .5 0 0
1972 Not Working .5 .5 0 0
1973 Machine Op. .75 .25 0 0
1974 Carpenter .5 .25 .25 0
18. How Far Out After Working Stops Can Work Exposure Affect Mortality? No strong biological model for latency that allows specification of lag time
Could look at death on the job?
Five year latent effect for last year of exposure information (follows McDonough et al., 1997)
Control for retirement transition critical
19. Establish Mortality Windows
20. Confounders Included In Models Sociodemographics: Age (time varying), Male, Black, Year, Race by Age Interaction
Income: Log Family Income 1992 Constant $ (time varying), family size (time varying)
Health: Disability (baseline only)
Retirement (time varying) and retirement by age interaction
Unemployment Status (time varying)
21. Statistical Analysis Logistic regression: logit h(t)=XA + Z(t)B
Data structured as person-year file
Odds ratios approximate instantaneous hazard rate
Robust variance estimation using sandwich technique
Time-varying weight to account for initial selection probability and non-response
Cluster on person to adjust for interdependence of observations
22. Analytic Samples
23. Death Rates (Per 1000) For 1970-1990
24. Job Decision Latitude (Average Level) For 1970-1990
25. Job Strain and Mortality5-Year Window
26. Job Strain and Mortality10-Year Window
27. Karasek Job StrainFindings: Full Models*
28. Low Job Control Increases Risk
29. Methodological Problem? Of Over Adjustment Often discussed in this literature around education
Major problem with disability as time varying covariate that not only estimates health but some of exposure effect
Appropriate model is disability as both confounder and intermediate variable (Robbins, 1985)
30. Conclusions Job Control Finding Confirms Other Recent Longitudinal Evidence from Marmot and Johnson
Strong Controls for Income, Retirement, Unemployment and Health
Indicates Modest Amounts of Control Needed to Reduce Risk
31. Conclusions Lack of Effect of Job Strain and Psychological Job Demands Replicates Research of Marmot, Johnson, Bosma, Eaton, Steenland
No Effect Found Using Alternative Exposure Formulation
Consistent Finding Using Job Exposure Matrices Where Intra-Occupational Variability in Demands Substantial
Lack of Full Spectrum of Occupational Mix, Only 222 Occupations In The US Out Of 444
32. Conclusions Passive Work Finding New
Suggests importance of job content in addition to job structure
The boredom of work could lead to the need stay attractive and cumulative allostatic load
Lack of meaningful work could lead to substance use and abuse or mental health problems
33. Conclusions Lack of Income Effect New!
Perhaps due to healthy worker effect
Like Marmot in Whitehall we find its work not social status or social position per se that significantly contributes to mortality
34. Conclusions
35. Labor Markets and Health Framework
36. Further Thoughts New job exposure matrices should be developed (job control)
Relationship of exposures to objective work conditions should be demonstrated
Develop models that capture labor market experiences (working and not working) as careers
Not all exposures are created equal - need to attend to period and age-graded effects
37. Further Thoughts Need to move from total mortality to cause of death
Need to introduce widowhood transition
Need to explore gender and race interactions
Need to model health as an intermediate variable