| Literature DB >> 35055449 |
Grażyna Bartkowiak1, Agnieszka Krugiełka2, Paulina Kostrzewa-Demczuk3, Ryszard Dachowski3, Katarzyna Gałek-Bracha3.
Abstract
The subject of this article is the identification of coping with stress and experiencing stress in three groups of the same number of people, different in terms of their occupation: professional soldiers of the Polish Army with the rank of an officer, people employed in managerial positions, and specialists working in independent positions in the context of their age. The analysis of the literature and the research carried out refer to the concept of sustainable development. This indicates the need to take care of limiting excessive stress and improving the mental well-being of all employees, regardless of the demographic characteristics and nature of the work performed. In order to identify possible differences, three types of questionnaires meeting the criteria of psychometric correctness were used (CISS, KPS, PSS-10). The obtained results were subjected to statistical analysis using the FUZZY TOPSIS method based on multi-criteria decision-making and the fuzzy logic, which was first applied in the social science. The obtained data confirmed some differentiation within the three studied groups, as well as the modifying role of age in coping and experiencing stress.Entities:
Keywords: FUZZY TOPSIS method; army officers; coping with stress; employees of various ages; mental health
Mesh:
Year: 2022 PMID: 35055449 PMCID: PMC8775756 DOI: 10.3390/ijerph19020622
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Age of the respondents—descriptive statistic. Source: own research.
| Data | Officers | Managers | Specialists (Independent Workers) |
|---|---|---|---|
| Average | 36.097 | 36.106 | 35.872 |
| Median | 36 | 35 | 33 |
| Dominant | 29 | 30 | 28 |
| Standard deviation | 5.556 | 6.221 | 5.002 |
| Minimum | 24 | 25 | 23 |
| Maximum | 43 | 48 | 41 |
Fuzzy score and linguistic terms. Source: own research.
| Fuzzy Score | Linguistic Terms |
|---|---|
| (1, 1, 3) | Very low |
| (1, 3, 5) | Low |
| (3, 5, 7) | Medium |
| (5, 7, 9) | High |
| (7, 9, 9) | Very high |
Criteria and decision options. Source: own research.
| Decision Options | Criteria | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SSZ | SSE | SSU | ACZ | PKT | Emotional Tension | External Stress | Stress of Intraps. | Adjusted Overall | PSS | |
| group 1 | 0.06 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 |
| 0.08 | 0.01 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | |
| 0.1 | 0.02 | 0.03 | 0.03 | 0.02 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | |
| group 1 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.03 | 0.02 | 0.01 |
| 0.03 | 0.01 | 0.03 | 0.02 | 0.01 | 0.03 | 0.02 | 0.02 | 0.03 | 0.01 | |
| 0.06 | 0.02 | 0.1 | 0.03 | 0.02 | 0.1 | 0.03 | 0.03 | 0.1 | 0.01 | |
| group 1 | 0.03 | 0.02 | 0.03 | 0.03 | 0.01 | 0.01 | 0.01 | 0.03 | 0.02 | 0.01 |
| 0.06 | 0.03 | 0.1 | 0.1 | 0.02 | 0.02 | 0.02 | 0.1 | 0.03 | 0.01 | |
| 0.08 | 0.1 | 0.1 | 0.1 | 0.03 | 0.03 | 0.03 | 0.03 | 0.1 | 0.01 | |
| group 1 | 0.08 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.03 | 0.02 | 0.01 |
| 0.1 | 0.03 | 0.02 | 0.03 | 0.01 | 0.03 | 0.02 | 0.03 | 0.03 | 0.01 | |
| 0.1 | 0.1 | 0.03 | 0.1 | 0.02 | 0.1 | 0.03 | 0.03 | 0.1 | 0.02 | |
| group 1 | 0.06 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.1 | 0.01 | 0.01 |
| 0.08 | 0.03 | 0.01 | 0.03 | 0.01 | 0.03 | 0.03 | 0.02 | 0.02 | 0.01 | |
| 0.1 | 0.1 | 0.02 | 0.1 | 0.01 | 0.1 | 0.1 | 0.1 | 0.03 | 0.01 | |
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| group 2 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 |
| 0.06 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | |
| 0.08 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.03 | |
| group 2 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.1 | 0.01 | 0.01 |
| 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.03 | 0.01 | 0.01 | 0.01 | |
| 0.03 | 0.01 | 0.02 | 0.02 | 0.01 | 0.03 | 0.1 | 0.1 | 0.02 | 0.02 | |
| group 2 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.03 | 0.01 | 0.02 |
| 0.03 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | |
| 0.06 | 0.02 | 0.03 | 0.02 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.1 | |
| group 2 | 0.06 | 0.01 | 0.02 | 0.02 | 0.01 | 0.03 | 0.03 | 0.1 | 0.03 | 0.02 |
| 0.08 | 0.02 | 0.03 | 0.03 | 0.01 | 0.1 | 0.1 | 0.03 | 0.1 | 0.03 | |
| 0.1 | 0.03 | 0.1 | 0.1 | 0.02 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | |
| group 2 | 0.01 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.1 | 0.03 | 0.03 |
| 0.01 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | |
| 0.03 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | |
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| group 3 | 0.01 | 0.01 | 0.01 | 0.01 | 0.03 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 |
| 0.03 | 0.01 | 0.01 | 0.01 | 0.1 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | |
| 0.06 | 0.02 | 0.01 | 0.01 | 0.1 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | |
| group 3 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 |
| 0.03 | 0.01 | 0.01 | 0.01 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.03 | |
| 0.06 | 0.01 | 0.01 | 0.01 | 0.1 | 0.02 | 0.01 | 0.01 | 0.01 | 0.1 | |
| group 3 | 0.03 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 |
| 0.06 | 0.02 | 0.01 | 0.01 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | |
| 0.08 | 0.03 | 0.02 | 0.02 | 0.1 | 0.01 | 0.02 | 0.02 | 0.01 | 0.03 | |
| group 3 | 0.06 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.03 |
| 0.08 | 0.03 | 0.02 | 0.02 | 0.03 | 0.01 | 0.01 | 0.02 | 0.02 | 0.1 | |
| 0.1 | 0.1 | 0.03 | 0.03 | 0.1 | 0.02 | 0.02 | 0.02 | 0.03 | 0.1 | |
| group 3 | 0.08 | 0.03 | 0.03 | 0.02 | 0.02 | 0.01 | 0.03 | 0.1 | 0.03 | 0.03 |
| 0.1 | 0.1 | 0.1 | 0.03 | 0.03 | 0.02 | 0.1 | 0.1 | 0.1 | 0.1 | |
| 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.03 | 0.1 | 0.1 | 0.1 | 0.1 | |
FUZZY TOPSIS ranking. Source: own research.
| Decision Options | dj+ | dj− | Sj | Rank Position |
|---|---|---|---|---|
| group 1 section 24–30 | 0.210 | 0.033 | 0.327 | 13 |
| group 1 section 31–35 | 0.179 | 0.160 | 0.464 | 8 |
| group 1 section 36–40 | 0.150 | 0.239 | 0.615 | 4 |
| group 1 section 41–45 | 0.166 | 0.184 | 0.568 | 6 |
| group 1 section 46–50 | 0.165 | 0.217 | 0.589 | 5 |
| group 2 section 24–30 | 0.219 | 0.021 | 0.233 | 14 |
| group 2 section 31–35 | 0.193 | 0.152 | 0.424 | 9 |
| group 2 section 36–40 | 0.187 | 0.105 | 0.359 | 12 |
| group 2 section 41–45 | 0.130 | 0.294 | 0.666 | 3 |
| group 2 section 46–50 | 0.084 | 0.385 | 0.733 | 2 |
| group 3 section 24–30 | 0.193 | 0.126 | 0.408 | 10 |
| group 3 section 31–35 | 0.203 | 0.126 | 0.380 | 11 |
| group 3 section 36–40 | 0.201 | 0.095 | 0.359 | 12 |
| group 3 section 41–45 | 0.174 | 0.182 | 0.542 | 7 |
| group 3 section 46–50 | 0.083 | 0.342 | 0.814 | 1 |
Summary of results for individual groups. Source: own research.
| Study Group | The Sum of Sj for All Ranges | Medium Sj |
|---|---|---|
| group 1 | 2.56 | 0.51 |
| group 2 | 2.41 | 0.48 |
| group 3 | 2.50 | 0.50 |