Rethinking CV-to-Career Recommendation: Skill-Aware Hybrid Retrieval, Open-Set Calibration, and Fairness Auditing with Transformer Encoders
Graduate underemployment in Indonesia is frequently attributed to a curriculum-to-industry skill mismatch. We present a content-based career-recommendation web system that maps a CV or a structured form to a database of 78 careers through sentence-transformer embeddings, and we evaluate it along four axes that closed-s...