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Job scams targeting students are a real, growing problem in Pakistan. JobGuard scrapes live listings from multiple job boards and flags the ones showing common scam patterns — with full transparency on why.
Self-healing collectors pull live listings from Rozee.pk and Mustakbil.com.
Each listing is checked against 7 weighted scam-pattern rules.
Suspicious listings are flagged with a risk score and exact reasons.