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Get Started Free →Decode a job description to find what they actually want beneath the buzzwords. Use when asked to analyse a job description, decode a JD, assess fit for a role, or figure out what a posting really means before applying. Produces a decode — the real must-haves vs. nice-to-haves, hidden priorities & culture signals, red flags, an honest fit assessment, and the exact phrases to mirror in your application.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 2% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 4% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 19% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 17% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 22% | 0% |
A job description is a wishlist written by committee — the real signal is buried under boilerplate. This skill reads between the lines: what they must have vs. what's aspirational, the priorities the wording reveals, the red flags, and an honest read on your fit — plus the specific language to mirror so your application (and the ATS) sees a match.
Ask for these only if they aren't already provided:
1. What they actually want — translate the posting into the 3–5 things that will truly decide the hire (often not the long requirements list). Quote the lines that reveal each.
2. Must-haves vs. nice-to-haves — split the requirements honestly. Most "requirements" are negotiable; name the few that aren't.
| Requirement | Real weight | Your match | |---|---|---| | e.g. "5+ yrs B2B PM" | must-have | ✅ strong | | e.g. "fintech experience" | nice-to-have | ◐ adjacent |
3. Hidden priorities & culture signals — what the wording, ordering, and tone reveal (e.g. "wears many hats" = under-resourced; "fast-paced" = expect churn; heavy stakeholder language = political org).
4. 🚩 Red flags — vague scope, unrealistic breadth, churn signals, comp omissions — and how serious each is.
5. Your honest fit — a candid read (strong / stretch / reach) and the 1–2 gaps to address head-on in the cover letter or interview.
6. Phrases to mirror — the exact keywords/terms to weave into your resume and cover letter (for the ATS and the human), pulled verbatim from the JD.
Job-description analysis practice — requirement triage, signal-reading, ATS keyword mirroring.
Other measured skills in the registry, with their headline benchmark lift.