Material Deprivation, Institutional Trust, and Mental Well-Being: Evidence from Self-Employed Europeans
Abstract
1. Introduction
2. Theoretical Background
2.1. Evidence on Material Deprivation, Trust, and Well-Being in General Population
2.2. Evidence from Studies on Self-Employed Individuals
2.3. Research Model
3. Methodology
Data and Sample
4. Measures
Method of Analysis
5. Results
5.1. Model Validation
5.2. Descriptive Statistics
5.3. Hypothesis Testing
6. Discussion and Conclusions
6.1. Theoretical Contributions
6.2. Comparison with Prior Research
6.3. Practical Implications
6.4. Limitations and Further Research
6.5. Conclusions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A. EQLS Items and Scale Item Selection for the Measures of Mental Well-Being, Material Deprivation, and Institutional Trust
- (1)
- The independent variable, material deprivation, originally contained six items as follows:
- (a)
- ‘Affording keeping home adequately warm’.
- (b)
- ‘Affording paying for holiday’.
- (c)
- ‘Affording replacing old furniture’.
- (d)
- ‘Affording meal with meat, chicken, fish if wanted’.
- (e)
- ‘Affording buying new clothes’.
- (f)
- ‘Affording having friends or family for a drink or meal once a month’.
- (2)
- The dependent variable, mental well-being, made use of all the available items focused on positive affect, vigour, and energy, in line with our conceptualisation of the concept.
- (a)
- I have felt cheerful and in good spirits.
- (b)
- I have felt calm and relaxed.
- (c)
- I have felt active and vigorous.
- (d)
- I woke up feeling fresh and rested.
- (e)
- My daily life has been filled with things that interest me.
- (3)
- Mediator variable, institutional trust.The question about trust contained eight statements related to trust, as follows:
- (a)
- Trust in parliament.
- (b)
- Trust in the legal system.
- (c)
- Trust in the news media.
- (d)
- Trust in the police.
- (e)
- Trust in the government.
- (f)
- Trust in the local (municipal) authorities.
- (g)
- Trust in banks.
- (h)
- Trust in humanitarian or charitable organisations.
| 1 | The methodological focus of this study was to explain and predict the variance in endogenous constructs rather than optimise global covariance-based model fit, which an alternative SEM analysis package, SPSS AMOS, is concerned with (Hair et al., 2019). In addition, SmartPLS adequately handles different Likert-type and potentially non-normally distributed indicators and offers a straightforward bootstrapping procedure for estimating indirect (mediated) effects and their bias-corrected confidence intervals. The relatively large sample size can further increase the precision and stability of the PLS-SEM estimates as well as the bootstrapped mediation results. |
| 2 | The autonomy measure was based on the respondents’ assessment of their agreement with the statement ‘I feel I am free to decide how to live my life’ using a 5-point Likert scale. |
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| Mental Well-Being | Material Deprivation | Institutional Trust | |||
|---|---|---|---|---|---|
| Item Loading | Item Loading | Item Loading | |||
| Item 1 | 0.951 | Item 1 | 0.485 | Item 1 | 0.798 |
| Item 2 | 0.808 | Item 2 | 0.921 | Item 2 | 0.864 |
| Item 3 | 0.494 | Item 3 | 0.804 | Item 3 | 0.746 |
| Item 4 | 0.523 | Item 4 | 0.522 | Item 4 | 0.887 |
| Item 5 | 0.912 | ||||
| Fit indicators: Cronbach’s alpha = 0.880 AVE = 0.581 Rho_c = 0.867 HTMT (inst.trust) = 0.165 | Fit indicators: Cronbach’s alpha = 0.788 AVE = 0.501 Rho_c = 0.789 HTMT (mental well-being) = 0.230 | Fit indicators: Cronbach’s alpha = 0.897 AVE = 0.681 Rho_c = 0.895 HTMT (deprivation) = 0.226 | |||
| Mental Well-Being | Material Deprivation | Institutional Trust | |
|---|---|---|---|
| Mental well-being | 0.581 | ||
| Material deprivation | 0.058 | 0.501 | |
| Institutional trust | 0.030 | 0.058 | 0.681 |
| Mean | SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1. Material deprivation | 0.177 | 0.291 | |||||||||||||||
| 2. Institutional trust | 4.847 | 2.228 | −0.198 ** | ||||||||||||||
| 3. Mental well-being | 4.320 | 0.967 | −0.196 ** | 0.146 ** | |||||||||||||
| 4. Gender | 0.376 | 0.484 | 0.045 * | −0.020 | −0.029 | ||||||||||||
| 5. Respondent age | 46.969 | 11.720 | −0.023 | 0.021 | −0.013 | −0.030 | |||||||||||
| 6. Education level | 2.183 | 0.719 | −0.256 ** | 0.141 ** | 0.107 ** | 0.086 ** | −0.074 ** | ||||||||||
| 7. Marital status: never married | 0.199 | 0.399 | −0.039 | −0.011 | 0.039 | −0.029 | −0.372 ** | 0.096 ** | |||||||||
| 8. Marital status: married (ref.) | 0.636 | 0.481 | 0.028 | 0.032 | 0.009 | −0.050 * | 0.163 ** | −0.087 ** | −0.659 ** | ||||||||
| 9. Marital status: separated | 0.048 | 0.214 | 0.043 * | −0.068 ** | −0.054 ** | 0.013 | 0.029 | −0.035 | −0.112 ** | −0.297 ** | |||||||
| 10. Marital status: widowed | 0.021 | 0.142 | 0.024 | 0.030 | 0.000 | 0.077 ** | 0.155 ** | −0.029 | −0.072 ** | −0.192 ** | −0.033 | ||||||
| 11. Marital status: divorced | 0.096 | 0.295 | −0.036 | −0.002 | −0.027 | 0.075 ** | 0.141 ** | 0.050 * | −0.162 ** | −0.431 ** | −0.073 ** | −0.047 * | |||||
| 12. EU region: west (ref.) | 0.223 | 0.416 | −0.140 ** | 0.124 ** | 0.047 * | −0.007 | 0.085 ** | 0.081 ** | 0.033 | −0.053 * | 0.017 | 0.022 | 0.018 | ||||
| 13. EU region: centre | 0.176 | 0.381 | −0.100 ** | −0.013 | 0.018 | 0.060 ** | −0.058 ** | 0.049 * | −0.014 | 0.006 | −0.047 * | 0.011 | 0.037 | −0.247 ** | |||
| 14. EU region: east | 0.174 | 0.379 | 0.276 ** | −0.024 | −0.054 ** | −0.081 ** | −0.151 ** | −0.126 ** | −0.042 * | 0.088 ** | −0.004 | −0.012 | −0.078 ** | −0.246 ** | −0.212 ** | ||
| 15. EU region: south | 0.282 | 0.450 | 0.061 ** | −0.233 ** | −0.085 ** | 0.040 | 0.016 | −0.085 ** | 0.016 | −0.011 | 0.052 * | −0.019 | −0.033 | −0.335 ** | −0.289 ** | −0.288 ** | |
| 16. EU region: north | 0.146 | 0.353 | −0.102 ** | 0.190 ** | 0.092 ** | −0.020 | 0.104 ** | 0.096 ** | 0.001 | −0.025 | −0.031 | −0.001 | 0.064 ** | −0.221 ** | −0.191 ** | −0.190 ** | −0.259 ** |
| BC 95% CI | |||||
|---|---|---|---|---|---|
| Effect | Label | Estimate | SE | Lower | Upper |
| Indirect | ab | −0.057 ** | 0.017 | −0.094 | −0.025 |
| Direct | c’ | −0.495 *** | 0.074 | −0.633 | −0.345 |
| Total | c | −0.552 *** | 0.072 | −0.685 | −0.406 |
| Path estimates | |||||
| Deprivation → Institutional trust | a | −0.611 *** | 0.061 | −0.729 | −0.490 |
| Institutional trust → Mental well-being | b | 0.093 *** | 0.027 | 0.041 | 0.146 |
| Deprivation → Mental well-being | c’ | −0.495 *** | 0.074 | −0.633 | −0.345 |
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Majoor-Kozlinska, I. Material Deprivation, Institutional Trust, and Mental Well-Being: Evidence from Self-Employed Europeans. Adm. Sci. 2025, 15, 489. https://doi.org/10.3390/admsci15120489
Majoor-Kozlinska I. Material Deprivation, Institutional Trust, and Mental Well-Being: Evidence from Self-Employed Europeans. Administrative Sciences. 2025; 15(12):489. https://doi.org/10.3390/admsci15120489
Chicago/Turabian StyleMajoor-Kozlinska, Inna. 2025. "Material Deprivation, Institutional Trust, and Mental Well-Being: Evidence from Self-Employed Europeans" Administrative Sciences 15, no. 12: 489. https://doi.org/10.3390/admsci15120489
APA StyleMajoor-Kozlinska, I. (2025). Material Deprivation, Institutional Trust, and Mental Well-Being: Evidence from Self-Employed Europeans. Administrative Sciences, 15(12), 489. https://doi.org/10.3390/admsci15120489

