Research on the Reform and Innovation of Talent Cultivation Models for Vocational Language Services in the Context of AI Empowerment

Abstract

The rapid advancement of artificial intelligence has fundamentally reshaped the operational landscape of language services, introducing new demands for vocational talent that transcend traditional linguistic competence. This study investigates how vocational education institutions can systematically reform and innovate their talent cultivation models to align with AI-empowered industry realities. Drawing on empirical analysis of curriculum design, pedagogical practice, and competency frameworks across multiple vocational language training programs, the research identifies three critical gaps: misalignment between academic learning outcomes and real-world AI-augmented workflows; insufficient integration of human-AI collaboration competencies; and underdeveloped ethical and critical oversight capacities in technology-mediated language tasks. A mixed-methods approach was employed, combining structured curriculum audits, instructor interviews, student performance assessments in simulated AI-integrated environments, and longitudinal tracking of graduate deployment patterns. Findings indicate that successful reform hinges not on replacing human expertise but on redefining it—emphasizing contextual judgment, prompt engineering literacy, post-editing agility, cross-modal communication awareness, and responsible automation stewardship. The study further reveals that institutional capacity for sustained innovation correlates strongly with faculty development intensity, infrastructure flexibility, and industry co-design mechanisms. These insights form the basis for a scalable, phase-based implementation framework that prioritizes iterative adaptation over wholesale curriculum replacement. Ultimately, this research advances a human-centered, technologically fluent paradigm for vocational language education—one that treats AI not as a displacement force but as a catalyst for deeper professional identity formation and expanded service value.