There is large debate in the literature about the relationship between job mobility and health. This thesis contributes to this topic by estimating the impact of work mobility on either cardiovascular, musculoskeletal or neuropsychological diseases in a longitudinal study on a sample of Belgian workers followed-up for seven-years. The occurrence of such diseases was assessed through medication use as proxy. In the first part of this thesis, the focus was on CVD and MSD diseases. To this aim, a logistic regression model for autocorrelated data with repeated measures was applied (while controlling for the time-variant and time-invariant confounders). This longitudinal model was adequate to take into account time-dependent covariates and included a Markov chain mechanism that regulates serial dependence. The main characteristic of this model is the ability to handle a series of different lengths of observations across individuals. In the second part, the focus was on the impact of work mobility on the onset of neuropsychological diseases. Therefore, a quasi-experimental approach was used to evaluate the causal effect of a time-varying treatment through the propensity score matching with time-dependent covariates. The optimal (sequential) matching algorithm was used to balance the distribution of the time-dependent covariates at every time point. The hazard of receiving the treatment was estimated using the Cox hazard model with time-fixed and time-varying covariates for a patient receiving the treatment at different times. Data was obtained from IDEWE, the largest Belgian occupational service for well-being at work (external service for prevention and protection at work). Its database includes data on medical history, work conditions, biometrics, vaccinations, medication use and sickness absence of more than 150.000 Belgian workers divided by employment sectors. The association with external job mobility, identified by a change in the 2-digit ISCO code of the employee in the IDEWE database, was statistically significant and positive for CVD. Moreover, psychosocial loads also played an important role in the onset of CVD. Regarding medication for MSD, a positive association was found with BMI, age, manual and repetitive tasks, the handling of static loads, noise exposure of 87 dB, mechanical and/or manual handling with loads, and shift work. Finally, another important finding of this thesis was that external job mobility impacted mental health. Furthermore, being on medication for NPD showed a significant positive association with age, BMI, smoking habits, noise of 80 dB(A), dealing with physical loads and night work (without task-specific risk), while doing physical activity and reporting higher skill levels were found to be protective factors.

(2022). Evaluating the impact of external job mobility on three health outcomes: a longitudinal study of the IDEWE cohort of Belgian workers.

Evaluating the impact of external job mobility on three health outcomes: a longitudinal study of the IDEWE cohort of Belgian workers

MANISCALCO, Laura
2022-06-08

Abstract

There is large debate in the literature about the relationship between job mobility and health. This thesis contributes to this topic by estimating the impact of work mobility on either cardiovascular, musculoskeletal or neuropsychological diseases in a longitudinal study on a sample of Belgian workers followed-up for seven-years. The occurrence of such diseases was assessed through medication use as proxy. In the first part of this thesis, the focus was on CVD and MSD diseases. To this aim, a logistic regression model for autocorrelated data with repeated measures was applied (while controlling for the time-variant and time-invariant confounders). This longitudinal model was adequate to take into account time-dependent covariates and included a Markov chain mechanism that regulates serial dependence. The main characteristic of this model is the ability to handle a series of different lengths of observations across individuals. In the second part, the focus was on the impact of work mobility on the onset of neuropsychological diseases. Therefore, a quasi-experimental approach was used to evaluate the causal effect of a time-varying treatment through the propensity score matching with time-dependent covariates. The optimal (sequential) matching algorithm was used to balance the distribution of the time-dependent covariates at every time point. The hazard of receiving the treatment was estimated using the Cox hazard model with time-fixed and time-varying covariates for a patient receiving the treatment at different times. Data was obtained from IDEWE, the largest Belgian occupational service for well-being at work (external service for prevention and protection at work). Its database includes data on medical history, work conditions, biometrics, vaccinations, medication use and sickness absence of more than 150.000 Belgian workers divided by employment sectors. The association with external job mobility, identified by a change in the 2-digit ISCO code of the employee in the IDEWE database, was statistically significant and positive for CVD. Moreover, psychosocial loads also played an important role in the onset of CVD. Regarding medication for MSD, a positive association was found with BMI, age, manual and repetitive tasks, the handling of static loads, noise exposure of 87 dB, mechanical and/or manual handling with loads, and shift work. Finally, another important finding of this thesis was that external job mobility impacted mental health. Furthermore, being on medication for NPD showed a significant positive association with age, BMI, smoking habits, noise of 80 dB(A), dealing with physical loads and night work (without task-specific risk), while doing physical activity and reporting higher skill levels were found to be protective factors.
8-giu-2022
chronic diseases; cardiovascular diseases; musculoskeletal diseases; neuropsychological diseases; work-related risks; longitudinal study; neuropsychological treatment; depressive disorder; job mobility; mental health; epidemiology;
(2022). Evaluating the impact of external job mobility on three health outcomes: a longitudinal study of the IDEWE cohort of Belgian workers.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10447/554058
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