How to read job postings for real requirements (not wish lists)

Most job postings are not written by a single hiring manager who understands the daily work. Instead, they are often assembled by a committee: a recruiter copy-pastes historical requirements, a VP adds strategic buzzwords, and legal appends compliance boilerplate. The result is a 'unicorn wish list' that sounds like it requires three lifetimes of experience.

If you read these postings literally, you will either over-edit your résumé until it looks fake, or talk yourself out of applying for roles you are highly qualified for. Here is how to decode a job description to find the true requirements.

How to extract the real must-haves

1. Read the first three bullet points under 'Requirements'

Most teams list requirements in order of actual priority. The first 2 or 3 bullets are the absolute dealbreakers. If they ask for '5+ years of Python and experience maintaining PostgreSQL in production,' that is the true core. If bullet point 12 asks for 'experience with Docker, Kubernetes, rust, and web sockets,' those are often nice-to-haves the recruiter added after a Google search.

2. Identify the Binary Filters

These are the non-negotiables that recruiters use to filter the ATS database before anyone reads a line of your text:

• Location and Remote Policy: If it says 'Hybrid (3 days/week) in Atlanta,' do not apply if you live in Seattle. This is a binary database filter.
• Specific Licensure or Security Clearance: If it requires a CPA or active secret security clearance, you cannot bypass this with a great cover letter.

3. Look for industry compliance nouns

If the posting mentions HIPAA, SOC 2, SOX, or PCI compliance, they are signaling that their work operates inside strict regulatory guardrails. Highlighting that you have operated under similar rules is often more valuable than matching every single technical tool they list.

Turn decoding into action

Before applying, identify the 5 core nouns of the posting. Ensure your CV features those exact nouns in the context of real achievements. If you want to confirm your alignment before submitting, test your draft against your specific industry and target role taxonomy.

A markup method you can reuse

Open the posting and highlight three colors (or three notes):

• Must — stated requirements you cannot bluff (license, years, stack, location).
• Prefer — nice-to-haves that should appear only if true.
• Noise — culture fluff and recycled adjectives.

Then rewrite your top five bullets so Must nouns appear with evidence. If you cannot, you are applying on hope—sometimes worth it, usually expensive.

Feed the FitCV taxonomy honestly

When you run job alignment, pick industry and role buckets that match the Must line, not the aspirational title you wish the company used. Honesty in the picker produces notes you can act on; flattery produces comforting fiction.

After you apply

Save the posting text. If you interview, your stories should still match the Must list. If you are rejected with no note, revisit whether Must was ever real for your background—or whether the CV simply buried it.