Sort Evidence From Noise
Classify candidate information by whether it belongs in first-pass scoring.
Place each candidate detail in the bucket where it belongs during first-pass screening for a remote analyst role. Score now as job evidence Mask during first pass Reveal later for process needs Work sample shows a cohort analysis with metric choice, caveats, and recommendation Candidate headshot appears beside the application in the ATS Referral label says recommended by the VP of Sales Project description includes SQL, Python, data size, and business outcome Personal phone number and email are needed to schedule interviews Graduation year is visible even though the role has no degree recency requirement Documented certification required by the…
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