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This is a Experimental Study study.

Application of Human-Machine Collaborative Decision-Making Mechanism in Vocational Education Intelligent Evaluation System and Research on Employment Market Response

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This research demonstrates a new intelligent evaluation mechanism in vocational education, highlighting employment market adaptability.

The study reveals that a human-machine collaborative evaluation system can enhance compliance and adoption in vocational education and the job market.
With stable collaboration and controllable costs, the proposed mechanisms support a balanced evaluation linked to market needs.
Dynamic adaptation and consensus formation are crucial for the effective integration of technology and human values in evaluation systems.
The approach suggests a transformative evaluation framework that bridges educational institutions and employment sectors efficiently.

Hu et al. (2025) studied this question.

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