Trust & methodology

Role Universe / Coverage Map

184 titles in the coverage map — 88 individually researched. Competitors may advertise thousands of roles; JR competes on connected evidence, not invented scores.

Individually researched

Taxonomy-mapped

Emerging

Insufficient evidence

Individually researched (88)

Published /ai-risk/ pages with task-level research and Index tiers.

Accountant — related: accountant
Individually researched JR occupation with published /ai-risk/ evidence.
Administrative Assistant — related: administrative-assistant
Individually researched JR occupation with published /ai-risk/ evidence.
AI Engineer — related: ai-engineer
Individually researched JR occupation with published /ai-risk/ evidence.
AI Product Manager — related: ai-product-manager
Individually researched JR occupation with published /ai-risk/ evidence.
AI Program Manager — related: ai-program-manager
Individually researched JR occupation with published /ai-risk/ evidence.
Auditor — related: auditor
Individually researched JR occupation with published /ai-risk/ evidence.
Auto Mechanic — related: auto-mechanic
Individually researched JR occupation with published /ai-risk/ evidence.
Bookkeeper — related: bookkeeper
Individually researched JR occupation with published /ai-risk/ evidence.
Business Analyst — related: business-analyst
Individually researched JR occupation with published /ai-risk/ evidence.
Chef — related: chef
Individually researched JR occupation with published /ai-risk/ evidence.
Civil Engineer — related: civil-engineer
Individually researched JR occupation with published /ai-risk/ evidence.
Claims Adjuster — related: claims-adjuster
Individually researched JR occupation with published /ai-risk/ evidence.
Cloud Engineer — related: cloud-engineer
Individually researched JR occupation with published /ai-risk/ evidence.
Compliance Officer — related: compliance-officer
Individually researched JR occupation with published /ai-risk/ evidence.
Consultant — related: consultant
Individually researched JR occupation with published /ai-risk/ evidence.
Content Strategist — related: content-strategist
Individually researched JR occupation with published /ai-risk/ evidence.
Copywriter — related: copywriter
Individually researched JR occupation with published /ai-risk/ evidence.
Customer Service Rep — related: customer-service-rep
Individually researched JR occupation with published /ai-risk/ evidence.
Customer Success Manager — related: customer-success-manager
Individually researched JR occupation with published /ai-risk/ evidence.
Cybersecurity Analyst — related: cybersecurity-analyst
Individually researched JR occupation with published /ai-risk/ evidence.
Data Analyst — related: data-analyst
Individually researched JR occupation with published /ai-risk/ evidence.
Data Engineer — related: data-engineer
Individually researched JR occupation with published /ai-risk/ evidence.
Data Entry Clerk — related: data-entry-clerk
Individually researched JR occupation with published /ai-risk/ evidence.
Data Scientist — related: data-scientist
Individually researched JR occupation with published /ai-risk/ evidence.
Database Administrator — related: database-administrator
Individually researched JR occupation with published /ai-risk/ evidence.
Dentist — related: dentist
Individually researched JR occupation with published /ai-risk/ evidence.
Devops Engineer — related: devops-engineer
Individually researched JR occupation with published /ai-risk/ evidence.
Electrician — related: electrician
Individually researched JR occupation with published /ai-risk/ evidence.
Engineering Manager — related: engineering-manager
Individually researched JR occupation with published /ai-risk/ evidence.
Executive Assistant — related: executive-assistant
Individually researched JR occupation with published /ai-risk/ evidence.
Financial Advisor — related: financial-advisor
Individually researched JR occupation with published /ai-risk/ evidence.
Financial Analyst — related: financial-analyst
Individually researched JR occupation with published /ai-risk/ evidence.
Flight Attendant — related: flight-attendant
Individually researched JR occupation with published /ai-risk/ evidence.
Graphic Designer — related: graphic-designer
Individually researched JR occupation with published /ai-risk/ evidence.
HR Recruiter — related: hr-recruiter
Individually researched JR occupation with published /ai-risk/ evidence.
Insurance Underwriter — related: insurance-underwriter
Individually researched JR occupation with published /ai-risk/ evidence.
IT Support Specialist — related: it-support-specialist
Individually researched JR occupation with published /ai-risk/ evidence.
Journalist — related: journalist
Individually researched JR occupation with published /ai-risk/ evidence.
Junior Financial Analyst — related: junior-financial-analyst
Individually researched JR occupation with published /ai-risk/ evidence.
Lawyer — related: lawyer
Individually researched JR occupation with published /ai-risk/ evidence.
…and 48 more in this depth.

Taxonomy-mapped (65)

Directory / synonym titles mapped to a researched occupation. Discoverable — not individually scored.

Software Engineer — related: software-developer
Mapped to researched occupation “Software Developer” — not individually scored.
Senior Software Engineer — related: software-developer
Mapped to researched occupation “Software Developer” — not individually scored.
Staff Software Engineer — related: staff-principal-engineer
Mapped to researched occupation “Staff Principal Engineer” — not individually scored.
Principal Engineer — related: staff-principal-engineer
Mapped to researched occupation “Staff Principal Engineer” — not individually scored.
Frontend Developer — related: web-developer
Mapped to researched occupation “Web Developer” — not individually scored.
Backend Developer — related: software-developer
Mapped to researched occupation “Software Developer” — not individually scored.
Full Stack Developer — related: software-developer
Mapped to researched occupation “Software Developer” — not individually scored.
Site Reliability Engineer — related: devops-engineer
Mapped to researched occupation “Devops Engineer” — not individually scored.
QA Engineer — related: qa-tester
Mapped to researched occupation “QA Tester” — not individually scored.
Test Engineer — related: qa-tester
Mapped to researched occupation “QA Tester” — not individually scored.
Mobile Developer — related: software-developer
Mapped to researched occupation “Software Developer” — not individually scored.
iOS Developer — related: software-developer
Mapped to researched occupation “Software Developer” — not individually scored.
Android Developer — related: software-developer
Mapped to researched occupation “Software Developer” — not individually scored.
Technical Lead — related: staff-principal-engineer
Mapped to researched occupation “Staff Principal Engineer” — not individually scored.
Machine Learning Engineer — related: ml-engineer
Mapped to researched occupation “ML Engineer” — not individually scored.
Senior Engineering Manager — related: engineering-manager
Mapped to researched occupation “Engineering Manager” — not individually scored.
Senior Product Manager — related: product-manager
Mapped to researched occupation “Product Manager” — not individually scored.
Group Product Manager — related: product-manager
Mapped to researched occupation “Product Manager” — not individually scored.
Agile Coach — related: scrum-master
Mapped to researched occupation “Scrum Master” — not individually scored.
Product Designer — related: ux-designer
Mapped to researched occupation “UX Designer” — not individually scored.
Senior Data Analyst — related: data-analyst
Mapped to researched occupation “Data Analyst” — not individually scored.
Senior Data Scientist — related: data-scientist
Mapped to researched occupation “Data Scientist” — not individually scored.
Business Intelligence Analyst — related: data-analyst
Mapped to researched occupation “Data Analyst” — not individually scored.
Research Analyst — related: market-research-analyst
Mapped to researched occupation “Market Research Analyst” — not individually scored.
Digital Marketing Manager — related: marketing-manager
Mapped to researched occupation “Marketing Manager” — not individually scored.
Content Marketing Manager — related: content-strategist
Mapped to researched occupation “Content Strategist” — not individually scored.
Growth Marketing Manager — related: marketing-manager
Mapped to researched occupation “Marketing Manager” — not individually scored.
Product Marketing Manager — related: marketing-manager
Mapped to researched occupation “Marketing Manager” — not individually scored.
SEO Specialist — related: content-strategist
Mapped to researched occupation “Content Strategist” — not individually scored.
Sales Executive — related: sales-representative
Mapped to researched occupation “Sales Representative” — not individually scored.
Sales Manager — related: sales-representative
Mapped to researched occupation “Sales Representative” — not individually scored.
Account Executive — related: sales-representative
Mapped to researched occupation “Sales Representative” — not individually scored.
Account Manager — related: customer-success-manager
Mapped to researched occupation “Customer Success Manager” — not individually scored.
Business Development Manager — related: sales-representative
Mapped to researched occupation “Sales Representative” — not individually scored.
Customer Support Specialist — related: customer-service-rep
Mapped to researched occupation “Customer Service Rep” — not individually scored.
Customer Service Representative — related: customer-service-rep
Mapped to researched occupation “Customer Service Rep” — not individually scored.
Technical Support Engineer — related: it-support-specialist
Mapped to researched occupation “IT Support Specialist” — not individually scored.
Senior Financial Analyst — related: financial-analyst
Mapped to researched occupation “Financial Analyst” — not individually scored.
Senior Accountant — related: accountant
Mapped to researched occupation “Accountant” — not individually scored.
Internal Auditor — related: auditor
Mapped to researched occupation “Auditor” — not individually scored.
…and 25 more in this depth.

Emerging (executive & board taxonomy) (15)

Classified via work_mode — not treated as plain occupation AI-risk pages.

CEO — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
CFO — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
CTO — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
COO — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
CMO — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
CHRO — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
Founder — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
Co-Founder — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
Managing Director — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
Board Director — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
Board Chairperson — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
Independent Director — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
Advisory Board Member — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
Fractional CXO — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.
Interim CEO — related: research
Executive/board/founder taxonomy — classified work_mode, not treated as a plain occupation score.

Insufficient evidence (16)

Known titles without a safe map yet. Listed for honesty; no AI-risk claim.

Clinical Research Associate
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Medical Assistant
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Healthcare Administrator
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Professor
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Assistant Professor
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Training Manager
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Curriculum Developer
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Photographer
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Plant Manager
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Manufacturing Manager
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Quality Control Manager
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Trader
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Structured Finance Analyst
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Capital Markets Analyst
Known occupational title string without a safe JR research map yet — no AI-risk claim.
M&A Associate
Known occupational title string without a safe JR research map yet — no AI-risk claim.
Equity Research Associate
Known occupational title string without a safe JR research map yet — no AI-risk claim.

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