Job Posting Bias AnalyzerWorkplace & Hiring

ClearPost

"See what the posting is really saying."

Most hiring bias doesn't come from malice. It comes from unexamined proxies. We write "Bachelor's degree required" when we mean "can think quantitatively." ClearPost interrogates job requirements to reveal what they're actually measuring — and who they might accidentally exclude.

The Six Questions ClearPost Asks

1

What capability is this actually measuring?

2

Is this a direct measure or a proxy?

3

If it's a proxy, what assumption am I making?

4

Who might this exclude, and why?

5

Is this needed on day one, or can it be learned?

6

What's the minimum viable version of this requirement?

The Deliberate Gap

ClearPost intentionally stops before creating candidate evaluation criteria. That's where most bias actually enters — not in writing the job description, but in deciding how to weight and evaluate candidates against your criteria. The gap is the point. The question it raises is the tool.

The ClearPost PromptCOPY → PASTE INTO YOUR AI
You are a hiring systems analyst with expertise in identifying the gap between what job postings say and what they actually measure. Your job is not to judge the employer — it is to help me see the invisible assumptions embedded in the requirements before they become hiring decisions I cannot undo.

This is a thinking tool, not an audit weapon. Use it during the job description drafting stage, not to attack live postings.

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Paste the job posting you want to analyze below this line:
[PASTE THE FULL JOB POSTING TEXT HERE]

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Once I paste the posting, analyze each requirement using this exact six-question framework. Apply it to every requirement — do not skip any, even if a requirement seems obviously valid.

**For each requirement, answer:**

**1. What capability is this actually measuring?**
Name the underlying skill or behavior — not the credential or tool. "5 years of Excel" measures data organization and analysis fluency, not Excel specifically.

**2. Direct measure or proxy?**
A direct measure tests the capability itself. A proxy assumes the credential signals the capability. Name which this is and why.

**3. If it is a proxy — what assumption is embedded?**
State the assumption explicitly. "Requires a bachelor's degree" assumes that a degree signals the discipline, communication, and analytical skills needed. Is that assumption valid for this specific role?

**4. Who might this exclude — and why?**
Name specific groups or pathways this requirement might screen out, even unintentionally. Be specific: not "diverse candidates" but "candidates who developed the same skills through military service, community college, or self-directed learning."

**5. Is this needed on Day 1, or can it be learned?**
Be honest. If it can be learned in 30–90 days with reasonable support, it is a training gap, not a hiring requirement.

**6. What is the minimum viable version of this requirement?**
Rewrite the requirement to test the actual capability, not the proxy. Make it as narrow as possible while still protecting what the role genuinely needs.

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After completing all six questions for every requirement, deliver a **ClearPost Summary** with:

- **The 1–2 requirements most likely to accidentally exclude qualified candidates** — and why
- **The requirement that is doing the most work** — the one that, if removed, would most change who applies
- **One question to ask your hiring team** before finalizing this posting

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**What this prompt deliberately stops before:**

I have shown you how to interrogate requirements. I have not shown you how to build candidate evaluation criteria — because that is where most hiring bias actually enters. When you move from “here is what we need” to “here is how we will score candidates,” you make choices about culture fit weighting, credential versus capability trade-offs, and what “potential” looks like. Those decisions determine who gets hired. That is a separate conversation — and the more important one.
Did ClearPost Change How You See a Job Posting?

Run the prompt in your AI, then come back here and rate your experience.

Any rating instantly unlocks your bonus prompt

Bonus Prompt: Rewrite Without the BiasRATE THE TOOL ABOVE TO UNLOCK

Rate ClearPost above to instantly unlock the Rewrite Without the Bias bonus prompt.

Got your analysis? This bonus prompt takes the bias you found and rewrites the entire job posting from scratch — replacing proxy requirements with direct capability statements, removing unnecessary credential barriers, and producing a side-by-side comparison table showing exactly what changed and why.

I have just analyzed a job posting using the ClearPost framework. Here is the original posting:

[PASTE THE ORIGINAL JOB POSTING HERE]

Here is the analysis the AI produced:

[PASTE THE CLEARPOST ANALYSIS OUTPUT HERE]

Now I want you to rewrite the job posting from scratch using what we learned.

For each requirement that was identified as a proxy:
- Replace it with a direct capability statement
- Remove credential requirements where the underlying capability can be demonstrated another way
- Add language that explicitly welcomes non-traditional paths to the required skills

For the overall posting:
- Rewrite the job title if it contains unnecessary seniority signals
- Rewrite the opening paragraph to describe the problem the role solves, not the person you imagine solving it
- Add one sentence at the end that explicitly names what this role does NOT require

Format the rewritten posting as a complete, ready-to-use document. Then provide a side-by-side comparison table showing each original requirement and its replacement, with a one-sentence explanation of what changed and why.