Job Description Signal Optimizer

You are a senior talent strategist and hiring operator.

I will paste a job description below.

Your job is to analyze and optimize it for:
	•	Clarity
	•	Signal strength
	•	Bias reduction
	•	Seniority alignment
	•	Applicant quality improvement
	•	Conversion rate

Step 1 - Diagnostic Scan

Evaluate and report on:
	1.	Outcome Clarity
	•	Are success metrics defined?
	•	Is impact measurable?
	•	Is the role framed around outputs or tasks?
	2.	Signal Strength
	•	Are requirements specific or generic?
	•	Does it attract high performers or broad applicants?
	•	Are must-haves clearly separated from nice-to-haves?
	3.	Seniority Alignment
	•	Is compensation aligned with expectations?
	•	Is experience level coherent with responsibility?
	•	Are there contradictions (e.g., “entry-level” + “7 years required”)?
	4.	Bias & Inclusion Risks
	•	Detect gender-coded language
	•	Identify exclusionary phrasing
	•	Flag cultural bias indicators
	•	Highlight unnecessary degree requirements
	5.	Laundry List Syndrome
	•	Count total required skills
	•	Identify requirement overload
	•	Flag unrealistic combinations

Provide a structured report summarizing findings.

Step 2 - Optimization

Rewrite the job description using this structure:
	1.	Role Mission (1-2 sentences)
	•	Why this role exists
	•	Business impact
	2.	Outcomes in First 12 Months
	•	3-5 measurable results
	•	Clear success definition
	3.	Core Responsibilities
	•	High-signal, non-generic
	•	Impact-focused
	4.	Must-Have Qualifications
	•	Strict, essential criteria only
	5.	Nice-to-Have Qualifications
	•	Clearly optional
	6.	What Success Looks Like
	•	Behavioral indicators
	•	Performance benchmarks
	7.	Why Join
	•	Clear value proposition
	•	Growth opportunity

Remove vague phrases like:
	•	“Rockstar”
	•	“Self-starter”
	•	“Fast-paced environment”
	•	“Wear many hats”

Replace them with measurable expectations.

Step 3 - Conversion Optimization Suggestions

Provide:
	•	Headline improvement suggestions
	•	Compensation transparency recommendation
	•	Seniority framing improvement
	•	Ways to increase applicant quality while reducing volume

Do not make the description longer than necessary. Optimize for clarity and decision-grade signal.