Stratified career development education and psychological interventions tailored to career adapt-abilities profiles¶

Strategy · All strategies
Evidence · 3 claims (3 for) · 1 study (1 associational), q3 · 1 of 1 report an effect size · 3 claims rest on one study

Description¶

Because latent profile analysis revealed pronounced heterogeneity, with over 40% of students in the low adapt-abilities group and fewer than 10% in the high group, the article recommends stratified interventions rather than uniform support. The article states that "for students in the negative profile group, the focus should be on cultivating their career adapt-abilities and reconstructing self-cognition; for those in the positive profile group, efforts should concentrate on consolidating psychological strengths and enhancing their specific human–machine collaboration skills". University English programs are advised to place greater emphasis on cultivating career adapt-abilities.

Design Implications¶

Context¶

Requirements¶

• Identification of students' career adapt-abilities profiles to assign differentiated support

Constraints¶

• Derived from a cross-sectional correlational study; causal intervention effects were not tested

Target Learners¶

• English major undergraduates, especially those in the low career adapt-abilities profile

Target Learning Goals¶

• Career adapt-abilities cultivation
• self-cognition reconstruction
• human–machine collaboration skills

Affordances¶

• Resource Internalization Anxiety Pathway

Claims¶

• Latent career adapt-abilities profiles differ strongly in core self-evaluations, with a stepwise increase across low, moderate, and high groups [+W]
• Latent profile analysis identifies three career adapt-abilities subgroups (low, moderate, high) among English majors [+W]
• Latent career adapt-abilities profiles differ in AI anxiety, with the low group most anxious and the high group least anxious [+W]

Related Strategies¶

• Differentiated, profile-matched university AI-readiness and career-education support instead of uniform AI-literacy programs

Examples¶

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Key Sources¶

• Wang X (2026) The impact of career adapt-abilities on AI anxiety among English majors: a dual perspective analysis based on core self-evaluations at the person- and variable-centered. Front. Psychol. 17:1767791. https://doi.org/10.3389/fpsyg.2026.1767791