Complex Neutrosophic Approach for Uncertainty Management in Employment Competence for Higher Vocational College Students
In an era of rapid technological revolutions as well as ever-changing job market dynamics, the analysis of employment competence for higher vocational college students becomes a complicated challenge. Legacy methods become unable to manage the intrinsic uncertainty related to workforce readiness, sk...
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
University of New Mexico
2025-05-01
|
| Series: | Neutrosophic Sets and Systems |
| Subjects: | |
| Online Access: | https://fs.unm.edu/NSS/54Complex%20Neutrosophic.pdf |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1849224480681885696 |
|---|---|
| author | Shuo Du Lijuan Zhao |
| author_facet | Shuo Du Lijuan Zhao |
| author_sort | Shuo Du |
| collection | DOAJ |
| description | In an era of rapid technological revolutions as well as ever-changing job market dynamics, the analysis of employment competence for higher vocational college students becomes a complicated challenge. Legacy methods become unable to manage the intrinsic uncertainty related to workforce readiness, skill relevancies, and career decision-making. In this work, we propose a multi-criteria complex neutrosophic approach integrating for optimization and uncertainty management of vocational student employment. Our approach provides a novel application of the Interval Complex Neutrosophic Set (ICNS) to handle indefinite, hesitant, and inconsistent information in vocational student employment. It also presents a novel ICNS de-neutrosophication method to provide representative and expressive scoring of ICNS decisions. Then, algorithmic analytical weighting is applied to infer the significance of ICNS-valued criteria. Following, the ICNS-VIKOR method is integrated to compute evaluation results and rank vocational employment strategies according to either compromise Measure, Regret Measure, or Q-VIKOR Index scores for each alternative. We introduce a real-world case study to optimize the evaluation of different vocational employment configurations based on ten competing criteria. The quantitative and qualitative results indicate that our methodology offers a systematic and reliable decision-support tool, that effectively optimizes trade-offs as well as uncertain judgments from policymakers, career advisors, and industry recruiters. The proof-of-concept analysis highlighted the best-ranked alternative while offering intuitions about the sensitivity of the decision process. |
| format | Article |
| id | doaj-art-eb7c0466756a40d2a55471d2e4870eab |
| institution | Kabale University |
| issn | 2331-6055 2331-608X |
| language | English |
| publishDate | 2025-05-01 |
| publisher | University of New Mexico |
| record_format | Article |
| series | Neutrosophic Sets and Systems |
| spelling | doaj-art-eb7c0466756a40d2a55471d2e4870eab2025-08-25T08:53:25ZengUniversity of New MexicoNeutrosophic Sets and Systems2331-60552331-608X2025-05-018284486110.5281/zenodo.15080676Complex Neutrosophic Approach for Uncertainty Management in Employment Competence for Higher Vocational College StudentsShuo DuLijuan ZhaoIn an era of rapid technological revolutions as well as ever-changing job market dynamics, the analysis of employment competence for higher vocational college students becomes a complicated challenge. Legacy methods become unable to manage the intrinsic uncertainty related to workforce readiness, skill relevancies, and career decision-making. In this work, we propose a multi-criteria complex neutrosophic approach integrating for optimization and uncertainty management of vocational student employment. Our approach provides a novel application of the Interval Complex Neutrosophic Set (ICNS) to handle indefinite, hesitant, and inconsistent information in vocational student employment. It also presents a novel ICNS de-neutrosophication method to provide representative and expressive scoring of ICNS decisions. Then, algorithmic analytical weighting is applied to infer the significance of ICNS-valued criteria. Following, the ICNS-VIKOR method is integrated to compute evaluation results and rank vocational employment strategies according to either compromise Measure, Regret Measure, or Q-VIKOR Index scores for each alternative. We introduce a real-world case study to optimize the evaluation of different vocational employment configurations based on ten competing criteria. The quantitative and qualitative results indicate that our methodology offers a systematic and reliable decision-support tool, that effectively optimizes trade-offs as well as uncertain judgments from policymakers, career advisors, and industry recruiters. The proof-of-concept analysis highlighted the best-ranked alternative while offering intuitions about the sensitivity of the decision process. https://fs.unm.edu/NSS/54Complex%20Neutrosophic.pdfcomplex neutrosophicinterval neutrosophicuncertaintyemployment competencehigher vocational college students |
| spellingShingle | Shuo Du Lijuan Zhao Complex Neutrosophic Approach for Uncertainty Management in Employment Competence for Higher Vocational College Students Neutrosophic Sets and Systems complex neutrosophic interval neutrosophic uncertainty employment competence higher vocational college students |
| title | Complex Neutrosophic Approach for Uncertainty Management in Employment Competence for Higher Vocational College Students |
| title_full | Complex Neutrosophic Approach for Uncertainty Management in Employment Competence for Higher Vocational College Students |
| title_fullStr | Complex Neutrosophic Approach for Uncertainty Management in Employment Competence for Higher Vocational College Students |
| title_full_unstemmed | Complex Neutrosophic Approach for Uncertainty Management in Employment Competence for Higher Vocational College Students |
| title_short | Complex Neutrosophic Approach for Uncertainty Management in Employment Competence for Higher Vocational College Students |
| title_sort | complex neutrosophic approach for uncertainty management in employment competence for higher vocational college students |
| topic | complex neutrosophic interval neutrosophic uncertainty employment competence higher vocational college students |
| url | https://fs.unm.edu/NSS/54Complex%20Neutrosophic.pdf |
| work_keys_str_mv | AT shuodu complexneutrosophicapproachforuncertaintymanagementinemploymentcompetenceforhighervocationalcollegestudents AT lijuanzhao complexneutrosophicapproachforuncertaintymanagementinemploymentcompetenceforhighervocationalcollegestudents |