How to Read a Job Posting Like a Recruiter

Most job postings are written by committee, recycled from a template, or both. Learning which parts to trust — and which to ignore — saves time and helps you ask sharper questions in the first conversation.

Skip the buzzword soup

'Fast-paced,' 'wear many hats,' 'rockstar,' 'work hard, play hard' — none of it tells you anything concrete. These phrases get copy-pasted between companies with nothing in common, so treat them as filler and move past them.

Look for specificity in the responsibilities

A posting that names actual systems — 'our payments platform runs on Postgres and Kafka' rather than 'work with modern technologies' — was written by, or with real input from, someone close to the work. Specificity is the single strongest signal that a posting reflects reality rather than HR template language.

A long requirements list is a wish list, not a bar

Postings with fifteen bullet points under 'requirements' are almost always aspirational — a composite of what a hiring manager would love in a candidate, not a hard filter. If you meet most of the core requirements, that's usually enough to apply.

Comp transparency is a good sign, even a wide range

A posted salary band — even one spanning $40k — tells you the company has already done the internal work of leveling the role and getting sign-off on a range. The absence of any number at all tells you comp conversations will likely come later and be less structured.

Read between the lines on team size and structure

'Join our growing team' next to a role that reports directly to the VP often means a small or newly-formed team — not necessarily bad, but worth confirming directly rather than assuming. Ask about team size and reporting structure in the first conversation if the posting doesn't say.