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Academic Job Decoder – Credential Interpretation Service

A human-powered credential clarification service where academic job applicants submit vague job posting language (e.g., 'Theory Teaching of over and above 6 credit hrs. course') and receive a written interpretation within 24 hours from someone with direct experience in that department type or discipline. Interpretations include: what the requirement actually means, typical examples of qualifying experience, common misinterpretations, and confidence level (e.g., 'This likely means 2+ years teaching theory-heavy courses with 6+ contact hours/week; we've seen this phrasing in engineering and physics departments').

SERVICE

19 weeks • 70% confidence

Value Proposition

Eliminates hours of forum-scrolling and email-to-departments by providing authoritative, discipline-specific interpretation from someone who has *seen* these requirements before and knows departmental hiring norms. Reduces application anxiety and increases submission confidence. Beats free forums (slow, inconsistent) and beats generic career coaches (lack domain specificity).

Target Audience

PhD candidates and early-career academics (5-10 years post-PhD) applying for TT positions at R1/R2 universities and teaching-focused institutions; particularly in STEM and engineering where jargon is densest

Key Features

  • 24-hour turnaround on credential interpretation requests
  • Interpretation includes: plain-English meaning, typical qualifying examples, red flags/misinterpretations, confidence rating
  • Expert pool organized by discipline (engineering, biology, chemistry, physics, humanities, etc.) and institution type (R1, R2, SLAC, regional state university)
  • And more, with full implementation detail...

Tech Stack

Simple CRM or Airtable for request management and expert assignment Searchable database (PostgreSQL or Airtable for MVP) for interpretation archive Stripe for payment processing Basic web form (Webflow or simple HTML) for submission and search
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Original Problem

Academic job applicants struggle to interpret vague credential requirements and application guidelines

Academics applying for teaching positions face confusing, jargon-heavy job requirements (like 'Theory Teaching of over and above 6 credit hrs. course') that lack clear definitions, causing them to waste time seeking clarification online instead of confidently submitting applications. Universities use inconsistent terminology across postings, and applicants have no standardized resource to decode what qualifications actually mean, leading to missed opportunities and delayed applications.

Score: 57.6% • 2 demand signals

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