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The proposed XAI-Driven Dynamic Evaluation Framework offers an effective decision-support tool for curriculum optimization, educational quality enhancement, and sustainable Industry 4.0 workforce development, thereby strengthening the alignment between higher education outcomes and evolving industrial requirements.