What question did this study set out to answer?

To bridge the gap between vocational student employability and evolving modern textile industry demands through an intelligent competency modeling and path optimization framework.

August 16, 2026Advanced ElectromagneticsOpen Access

Employment Ability Modeling and Path Optimization Algorithm Design for Higher Vocational Students in the Textile and Garment Industry

View Full Paper

Ask AI

Bookmark

Authors

MLM. T. LiHebei Academy of Sciences

Discussion

Member takes

Implication

Algorithm development demonstrates 89.2% matching accuracy for career paths in vocational textile students, highlighting a scalable approach for smart education.

Key Points

To bridge the gap between vocational student employability and evolving modern textile industry demands through an intelligent competency modeling and path optimization framework.
Constructed a dual-helix competency model integrating traditional craftsmanship and digital innovation with a capability–job coupling matrix.
Developed an improved NSGA-II algorithm incorporating three-dimensional objective functions and a skill transfer probability mechanism.
Compared performance against shortest-path, greedy, rule-based, and industry recommendation baselines.
Achieved a capability-to-job matching accuracy of 89.2%, significantly outperforming conventional greedy, rule-based, shortest-path, and industry baseline models.
Demonstrated superior path diversity and stability while effectively balancing computational resource consumption with optimization efficiency.

Cite This Study

M. T. Li (2026) studied this question.

synapsesocial.com/papers/6a81791ff2fb91fc834ac55e https://doi.org/10.7716/aem.v15i3.3067

View Full Paper

Ask AI

Bookmark

Implication

Algorithm development demonstrates 89.2% matching accuracy for career paths in vocational textile students, highlighting a scalable approach for smart education.

Employment Ability Modeling and Path Optimization Algorithm Design for Higher Vocational Students in the Textile and Garment Industry

Discussion

Member takes

Implication

Key Points

Cite This Study

Employment Ability Modeling and Path Optimization Algorithm Design for Higher Vocational Students in the Textile and Garment Industry

Discussion

Member takes

Implication

Key Points

Cite This Study

Also Consider

Also Consider