Operations Resume Extraction Hiring

Extract Resume Information with AI

Candidate name, current role, years, skills, education — résumés into consistent screening records, with inference kept on a short leash.

Overview

Résumés bury the same facts in a thousand layouts. Screening at scale needs the same fields out of every CV: candidate_name, current_role, years_experience, skills as a deduplicated list, education, location. The catch is inference — "is the top role the current one?" — so this setup runs conservative: the model may take one short step from the text (the role dated "2024–present" is current) but never a chain of assumptions. Missing values come back empty rather than null, keeping the record human-readable in a screening sheet.

Workflow

  1. Generate and feed one résumé per call

    One CV per extraction keeps the example shape honest and the fields unambiguous.

  2. Check the reading guidance

    "Most-recent-first is common but not guaranteed — check the dates." That line saves the current_role field.

  3. Keep conservative inference

    Years of experience may be summed from dates (one short step); seniority may not be invented from job titles.

Why This Works

  • Fixed fields make a thousand layouts comparable in one sheet
  • The skills list rule (one entry per item, deduplicated) ends comma-blob prose
  • Conservative policy permits the date-math inference screening needs while blocking speculation

Best for

  • High-volume screening where layout chaos kills comparisons
  • Recruiters who need records, not summaries
  • CVs where the current role isn't obvious from position alone

Not for

  • Scoring or ranking candidates — that's judgment, not extraction
  • Deciding fit against a job description — pair with a Role Prompt for evaluation

Use cases

  • Building a screening sheet where every candidate has the same columns
  • Getting skills as a clean, deduplicated list instead of prose
  • Computing years of experience as a digit, not "over a decade"

Tip: Save time by exploring related resources and tools that integrate with this workflow.

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