| Literature DB >> 31739599 |
Abstract
We identified distinct trajectories of temporal changes in employment status and investigated their association with self-rated health, perceived stress, and sleep. Data pertaining to 1228 respondents (age: 17-31 years) were extracted from the Korea Youth Panel (YP2007) survey (3rd-9th wave) datasets. Participants were either paid employees (permanent or precarious) or currently unemployed but seeking a job at baseline. Latent class growth analyses were employed to extract different classes based on the annual change in employment status (permanent/precarious/unemployed). Logistic regression analyses were performed using extracted classes as predictor variables and health-related variables at the final time-point as outcome variables. Five trajectories of employment status change were identified: stability sustained; gradually deteriorated; swiftly alleviated; gradually alleviated; instability sustained. Compared with the stability sustained group, the gradually deteriorated and gradually alleviated groups showed higher odds of perceived stress. The gradually deteriorated, instability sustained, and gradually alleviated groups showed significantly higher odds of shorter sleep than the stabilized group. We highlight the adverse health effects of prolonged unstable employment and the need for interventions to mitigate these effects.Entities:
Keywords: employment status change; latent class growth modeling; perceived stress; self-rated health; sleep; trajectory
Mesh:
Year: 2019 PMID: 31739599 PMCID: PMC6887718 DOI: 10.3390/ijerph16224491
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1Schematic illustration of the selection criteria for the study population using the third–ninth waves of the YP2007 survey.
Figure 2Model for latent class growth analysis. Note. u1–u7 indicate three-category outcome (i.e., employment status).
Characteristics of the study population at wave 9 of YP2007 survey.
| Characteristics | |
|---|---|
| Education level | |
| High school and below | 252 (20.6) |
| College | 400 (32.6) |
| University | 530 (43.2) |
| Graduate school and above | 46 (3.7) |
| Marital status | |
| Married | 618 (50.3) |
| Single | 606 (49.3) |
| Divorced | 4 (0.3) |
| Average income paid per unit time | |
| <10,000 won | 97 (8.1) |
| 10,000 won–less than 20,000 won | 816 (67.8) |
| 20,000 won–less than 30,000 won | 247 (20.5) |
| ≥30,000 won | 44 (3.7) |
| Refused to answer | 24 (2.0) |
Model fit statistics for determining the number of latent classes in the context of change in employment status.
| Models | Log Likelihood | BIC | SSABIC | Entropy | BLRT | Proportions for the Latent Classes (%) | |||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | 6 | ||||||
| 2-Class | −4436.763 | 8916.206 | 8897.147 | 0.846 | 0.000 | 25.65 | 74.35 | ||||
| 3-Class | −4370.017 | 8804.053 | 8775.465 | 0.840 | 0.000 | 18.08 | 9.68 | 72.25 | |||
| 4-Class | −4296.295 | 8677.947 | 8639.830 | 0.779 | 0.000 | 12.75 | 62.16 | 14.41 | 10.68 | ||
| 5-Class | −4259.782 | 8626.261 | 8578.614 | 0.806 | 0.000 | 9.64 | 62.62 | 6.46 | 10.71 | 10.58 | |
| 6-Class | −4292.738 | 8713.512 | 8656.337 | 0.826 | 0.100 | 12.38 | 10.64 | 0.00 | 14.93 | 0.27 | 61.79 |
Note. BIC, Bayesian information criterion; SSABIC, sample-size adjusted Bayesian information criterion (n* = (n + 2)/24); BLRT, bootstrap likelihood ratio test.
Figure 3Five course trajectories identified by latent class growth analysis.
Mean and standard deviation of health-related variables at final time-point.
| Gradually Deteriorated | Stability Sustained | Swiftly Alleviated | Gradually Alleviated | Instability Sustained | |
|---|---|---|---|---|---|
| Self-rated health | 2.00 (0.57) | 1.97 (0.62) | 1.91 (0.67) | 2.04 (0.59) | 1.94 (0.47) |
| Perceived daily stress | 2.90 (0.51) | 2.68 (0.60) | 2.78 (0.59) | 2.88 (0.48) | 2.80 (0.52) |
| Hours of sleep | 6.80 (0.75) | 6.93 (0.77) | 6.90 (0.75) | 6.80 (0.82) | 6.80 (0.92) |
Association between change in employment status and poor perceived health, perceived daily stress, and health-related behaviors.
| Variables | Gradually Deteriorated | Swiftly Alleviated | Gradually Alleviated | Instability Sustained | ||||
|---|---|---|---|---|---|---|---|---|
| AOR |
| AOR |
| AOR |
| AOR |
| |
| (95% CI) | (95% CI) | (95% CI) | (95% CI) | |||||
| Self-rated poor health | 1.03 | 0.973 | 0.58 | 0.664 | 1.36 | 0.762 | 0.52 | 0.599 |
| (0.23–4.59) | (0.05–6.63) | (0.19–9.92) | (0.05–5.87) | |||||
| Perceived daily stress | 2.06 | 0.006 | 1.13 | 0.751 | 1.99 | 0.052 | 1.70 | 0.117 |
| (1.23–3.46) | (0.54–2.36) | (0.99–3.99) | (0.88–3.28) | |||||
| Lack of sleep (<7 h daily) | 1.60 | 0.036 | 1.52 | 0.171 | 2.19 | 0.010 | 1.80 | 0.041 |
| (1.03–2.48) | (0.84–2.76) | (1.20–3.99) | (1.03–3.16) | |||||
Abbreviations. AOR, odds ratio adjusted for age, sex, education level, income per unit time, and marital status; 95% CI, 95% confidence interval. Note. In logistic regression analyses, stability sustained group was treated as the reference.