Lurien
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How recruiters actually read CVs (an inside look)

What happens after you hit "submit"? This piece draws on observations from in-house recruiters at large tech companies. Spoiler: the process is more mechanical and more human than most candidates expect.

Layer 1: The ATS robot (0–3 seconds)

Your application first hits an Applicant Tracking System. It searches the CV for keywords from the job ad (e.g. "Python", "Kubernetes", "3+ years"). CVs that don't match get filtered out — the recruiter never sees them. Some ATS systems set a score threshold; below ~60% match, automatic reject.

Layer 2: Fast scan (20–45 seconds)

For CVs that pass the ATS, recruiters scan in this order:

  1. Current company + role — recognised brands get instant positive signal.
  2. Tenure per role — multiple sub-1-year stints raise flags.
  3. Title hierarchy — "Senior", "Lead", "Manager" set the seniority bar.
  4. Education — at the top for new grads, at the bottom for experienced people.

Layer 3: Deep read (90–180 seconds)

  • Concrete outcome metrics — "Improved customer satisfaction" doesn't count. "Raised NPS from 42 to 67" does.
  • Team size context — "Led 5-person mobile team" beats "team lead".
  • Stack depth — listing tech isn't enough; "React + Redux Toolkit, 3 years in prod" shows context.
  • Career progression pattern — is the trajectory coherent?

Red flags (instant reject)

  • 4+ companies in the same role, all sub-1-year (job hopping).
  • Unexplained 6+ month gaps. Gaps aren't bad; gaps without explanation are. A single line is enough (study, health, freelance).
  • Dates that don't match LinkedIn — recruiters always compare.
  • Empty clichés ("hardworking", "team player") with no evidence.

What happens after they open it?

This is where tools like Lurien matter — you see exactly which pages they lingered on. Practical reads:

  • 2 minutes on experience → serious review, good time to follow up.
  • Closed in 5 seconds → CV didn't hold the top — summary or current role didn't match the ad.
  • Same link reopened from same IP after 3 days → team sharing, interview likely soon.

Details: How to know if your CV was opened.

Summary: the CV recruiters want to see

  • Top half answers "who is this person" in one glance.
  • Middle = outcome proof + numbers + tools.
  • Bottom = education + supplementary (projects, certificates).
  • Keywords mirror the job ad — see ATS guide.

Sıkça sorulanlar

Do recruiters really spend only 7 seconds on a CV?

The 7-second figure is from a 2012 Ladders.com study and later research paints a more nuanced picture. At large tech companies the first scan is 20–45 seconds; if you pass the ATS filter, the full read is 90–180 seconds. 7 seconds is just the first elimination round.

Which section gets scanned first?

Typical order: (1) current company + role, (2) job title, (3) years in industry, (4) education — especially for new grads. ATS systems prioritise these same fields when parsing.

What red flags trigger an early reject?

Inconsistent dates, unexplained gaps (6+ months), <1 year tenure in every recent role, generic summary statements, job descriptions without outcome metrics. Plus typography: 3 different fonts, alignment issues, scanned-image PDFs.

How common are ATS systems?

Very common. By 2026 essentially every company with 500+ employees uses an ATS (Lever, Workday, Greenhouse, etc.). These systems match CV keywords against the job posting and recruiters never see CVs that fail the match. Details: ATS-friendly resume guide.

Do recruiters cross-check LinkedIn?

Almost always. In 2026 virtually no recruiter looks only at the PDF — they open your LinkedIn in parallel and compare. Discrepancies in dates, companies, or job titles are red flags.
How recruiters actually read CVs (an inside look) · Lurien