Signal Vision Paper Proposes AI Student Digital Twins for Preventive Academic Support

Summary

A preprint by Kaushik Dutta argues that higher education remains largely reactive. Problems often surface only after students fail a course, fall behind in their program, take on excessive debt, or leave without a degree. The paper draws a parallel with healthcare, which shifted decades ago from reactive treatment to preventive and predictive care. Borrowing the framing of precision medicine, it proposes precision education, envisioning AI powered digital twins of students that allow preventive intervention before failure occurs. The vision extends to designing career aligned academic pathways that connect early preventive support to longer term career outcomes.