Career Intelligence Universe
Understand your work. Understand how AI changes it.
Enter through a career family, cohort, degree, skill pattern, or AI question — then reach a real assessment, skill gap, learning path, proof, and opportunity. The differentiator is the connected graph, not a vanity role count.
88 individually researched occupations · 19 career families with research · 65 taxonomy-mapped titles · 45 published career moves
Numbers are disk-verified from JR production research — never hardcoded marketing fiction.
Start with a career family
Finance7 researched roles · Accounting, analysis, advisory, lending, audit, tax, risk, and FinTech-adjacent work.Technology16 researched roles · Software, infrastructure, security, IT operations, and platform engineering.Data & AI5 researched roles · Analytics, data engineering, science, and applied AI/ML roles.Healthcare6 researched roles · Clinical care, pharmacy, therapy, and animal health — high human-trust work.Marketing & Growth5 researched roles · Brand, content, social, research, and growth marketing.Education1 researched roles · Teaching, instructional design, and learning facilitation.Business & Operations6 researched roles · Project/program delivery, supply chain, business analysis, and ops leadership.Legal3 researched roles · Law practice, paralegal support, and compliance judgment.Design4 researched roles · Visual, product, UX research, and interface design.Sales & Customer4 researched roles · Selling, account growth, and customer success relationships.Product & Program8 researched roles · Product management, ownership, and technical program leadership.Creative & Media4 researched roles · Writing, editing, journalism, video, and creative production.Skilled Trades & Frontline8 researched roles · Physical presence, trades, logistics, hospitality, and frontline service.People & HR1 researched roles · Recruiting, HR, and people operations.Social Services1 researched roles · Care, advocacy, and relationship-intensive helping professions.Consulting1 researched roles · Client advisory and problem-framing across domains.Insurance2 researched roles · Underwriting, claims, and insurance operations.Real Estate1 researched roles · Property markets, client trust, and local negotiation.Office & Administrative5 researched roles · Coordination, executive support, and administrative execution.
High-value cohorts & themes
Careers in Finance7 researched roles · Careers in Finance / Accounting & Finance CareersAccounting & Finance Careers3 researched roles · Accounting & Finance CareersFinance & Business Analysts12 researched roles · Finance Analysts / Analyst careersTechnology Careers16 researched roles · Technology CareersSoftware & Engineering Careers9 researched roles · Software & Engineering CareersDeveloper Careers6 researched roles · Developer careersMarketing & Growth Careers5 researched roles · Marketing & Growth CareersHealthcare Careers6 researched roles · Healthcare CareersEducation Careers1 researched roles · Education CareersManagement & Leadership Careers13 researched roles · Management & Leadership CareersBusiness & Operations Careers6 researched roles · Business & Operations CareersCustomer & Relationship Careers13 researched roles · Customer & Relationship CareersCreative Careers4 researched roles · Creative CareersDesign Careers4 researched roles · Design CareersResearch & Data Careers8 researched roles · Research & Data CareersHuman-Centered Careers26 researched roles · Careers with high human-trust requirementsAI-Augmented Careers67 researched roles · AI-augmented careers / Careers with strong AI augmentation potentialFrontline & Skilled Trades Careers8 researched roles · Frontline careers / physical presence careersLegal Careers3 researched roles · Legal CareersProduct & Program Careers9 researched roles · Product management careersSales Careers3 researched roles · Sales careersCareers with Transferable Skills38 researched roles · Careers with transferable skills / best careers for [skill]Careers People Can Pivot Into26 researched roles · career change / careers similar to [role] / what can I move into
Compare, move, transfer
Compare career familiesAI patterns & human advantage across families
What can I move into?Published pivots from the career-change graph
Skills that surviveRecurring human advantages & responsibilities
Students: degree → family → roles
B.Com→ finance, insurance, operations · Student journeyBBA→ operations, marketing, sales, people-hr · Student journeyBCA→ technology, data-ai · Student journeyBA→ marketing, creative, education, people-hr · Student journeyMBA→ operations, product, finance, consulting, marketing · Student journeyB.Tech Computer Science→ technology, data-ai, product · Student journeyBSc Computer Science→ technology, data-ai · Student journey
Dimensions (not just titles)
Work classes
Knowledge work · Relationship work · Physical / presence work · Decision / judgment work · Creative work · Coordination work · Technical work · Frontline work
AI exposure classes
High automation pressure · Augmentation-heavy · Human-led, AI-assisted — assigned only from published Index tiers.
Human advantage
Trust · Judgment · Leadership · Physical presence · Negotiation · Creativity · Accountability · Domain expertise · Relationships
Get your personal AI exposure score
Public maps explain the role family. Your score uses your real responsibilities, skills, and proof — then connects to learning, frameworks, and opportunities.