🛡️ Job Fraud Scanner

Elevated-risk rate by job type

Share of postings rated medium or high risk. Automated screening signals, not verdicts. By company counts each employer once (by its worst posting), so a few big legitimate employers posting many jobs don't mask how many distinct companies look suspicious; by posting counts every listing.

20.3% of 3,946 companies are elevated risk (165 have a high-risk posting) — vs 7.6% of 17,758 postings. 54 of 3,605 web-checked companies are unverifiable as a real business (businessMatch = mismatch).

Low Medium High⚠ = small sample (n < 30)

By company

Each employer classified by its highest-risk posting and counted once per category it posts in. “posting” column shows the per-listing rate for contrast.

By posting