| Literature DB >> 30388812 |
José Joaquín Del Pozo-Antúnez1, Antonio Ariza-Montes2,3, Francisco Fernández-Navarro4, Horacio Molina-Sánchez5.
Abstract
The Job Demand-Control and Job Demand-Control-Support (JDCS) models constitute the theoretical approaches used to analyze the relationship between the characteristics of labor and occupational health. Few studies have investigated the main effects and multiplicative model in relation to the perceived occupational health of professional accountants. Accountants are subject to various types of pressure in performing their work; this pressure influences their health and, ultimately, their ability to perform a job well. The objective of this study is to investigate the effects of job demands on the occupational health of 739 accountants, as well as the role of the moderator that internal resources (locus of control) and external resources (social support) have in occupational health. The proposed hypotheses are tested by applying different models of neural networks using the algorithm of the Extreme Learning Machine. The results confirm the relationship between certain stress factors that affect the health of the accountants, as well as the direct effect that the recognition of superiors in occupational health has. Additionally, the results highlight the moderating effect of professional development and the support of superiors on the job's demands.Entities:
Keywords: Job Demands-Control-Social Support (JD-R) model; Perceived Occupational Health (POH); professional accountants
Mesh:
Year: 2018 PMID: 30388812 PMCID: PMC6265784 DOI: 10.3390/ijerph15112437
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1Model of Job Demand-Control-Support (JDCS) applied to the work of accountants.
Figure 2Model hypotheses.
Analysis of the first order. Contribution to the variance and sign.
| JD | SD | DA | SS | WS | |
|---|---|---|---|---|---|
| Estimate 1 | 0.610426 (−) | 0.0255825 (+) | 0.0148224 (+) | 0.283876 (+) | 0.0231483 (+) |
| Estimate 2 | 0.560802 (−) | 0.0019926 (+) | 0.0151903 (+) | 0.332172 (+) | 0.0015737 (+) |
JD (Job Demands), SD (Skill Discretion), DA (Decision Authority), SS (Social Support), WS (Co-Worker Support).
Analysis of the iterations of the variables. Contribution to the variance.
| JD | SD | DA | SS | WS | |
|---|---|---|---|---|---|
| JD | - | 0.0543336 | 0.0065206 | 0.0761218 | 0.0044644 |
| SD |
| - | 0.0097692 | 0.0191648 | 0.0254918 |
| DA | 0.0058920 | 0.0104552 | - | 0.0004655 | 0.0059129 |
| SS |
| 0.0189461 | 0.0009225 | - | 0.0007901 |
| WS | 0.0036139 |
| 0.0056966 | 0.0000172 | - |
JD (Job Demands), SD (Skill Discretion), DA (Decision Authority), SS (Social Support), WS (Co-Worker Support). Above, the axis values correspond to interactions in Scenario 1, while values below the axis correspond to Scenario 2. In bold, the highest values are highlighted.
Figure 3Model hypotheses confirmed.