JobShield

About

Methodology

Dataset

Employment Scam Aegean Dataset (EMSCAD). HTML stripped, t/f labels mapped, no silent text imputation.

Model

TF-IDF + class-weighted logistic regression, selected by validation PR-AUC — not an LLM.

Signals

Fraud score, salary anomaly, duplicates, and company completeness — reported separately.

Limits

Predictions may be wrong. Never definitive accusations. Verify employers independently.