How to Write a Job Description That Screens Well

Screening quality is capped by job-description quality. A clear spec is a scoring rubric in disguise.

Every screening decision is measured against the job description, so a vague spec produces vague shortlists. The best job descriptions double as a scoring rubric: specific, prioritised, and measurable. Write one well and both human and AI screening get sharper.

Separate must-haves from nice-to-haves

List three to five genuine must-haves — the requirements that disqualify a candidate if missing — and keep everything else as desirable. Long undifferentiated requirement lists make every CV look like a partial match and slow screening down.

Make requirements measurable

Replace 'strong communication skills' with observable evidence ('has presented to senior stakeholders', 'has owned customer-facing documentation'). Measurable requirements let a screen score candidates objectively and give interviewers something concrete to probe.

Describe the outcomes, not just the duties

State what success looks like in the first six months. Outcome-led specs attract better-matched applicants and make it obvious which CV evidence actually matters when scoring fit.

Why do my shortlists feel inconsistent?

Usually the job description is too vague or has too many equal-weight requirements. Tighten the must-haves and make them measurable, and both manual and AI screening become more consistent.

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