Internet-Based Learning Analytics for Entrepreneurship Education......
-
글쓴이
원상필 2026-10-22
-
국제인공지능학회 IJIBC 게재
저자: 원상필, 이종민
▶ 초록
We conceptualize internet-based, digitally mediated entrepreneurship education as a cognitive filtering mechanism that shapes when learners shift into high-commitment venture preparation. Using an end-ofmodule survey and platform interaction traces captured by an online learning system, we estimate a structural model in which digital interactivity and bridging social capital relate to preparation behavior both directly and indirectly via entrepreneurial self-efficacy and behavioral intention. The indirect effects are statistically reliable but modest, indicating a partial mediation pattern consistent with a “gate” interpretation without implying strict temporal ordering. Building on this mechanism test, we specify a deployment-oriented readiness-screening module (early-warning ready) that classifies learners as higher- vs lower-readiness for follow-up support before subsequent venture activities. The module operationalizes an internet-based learning-analytics pipeline using log- and survey-derived features, with leakage-safe user-level splits, ablation tests, probability calibration, and subgroup diagnostics. The results clarify design levers for platform-based programs and provide an implementable decision-support specification for mentoring triage that is transparent about the limits of cross-sectional inference.
▶ 주제어: Internet-based learning analytics, Entrepreneurship education, Cognitive filtering mechanism, Structural equation modeling, Readiness screening, Decision-support system, Trustworthy machine learning