Career Intelligence Universe
AI-Augmented Careers
Roles where AI already changes how work gets done — and where humans still direct, verify, and own outcomes.
What this theme is: AI-augmented careers are not “safe” or “doomed.” JR’s researched roles show task-level mixes: some work accelerates, some becomes more valuable.
- 67 individually researched roles linked below
- AI patterns use published Index tiers only — no invented family scores
- Next step: personal assessment → skill gaps → learning → proof → opportunities
Roles included (researched)
Only individually researched occupations are listed with Index tiers. Related directory titles appear on the coverage map as taxonomy-mapped — not as fake research.
AccountantIndividually researched · Index tier: moderateAdministrative AssistantIndividually researched · Index tier: highAI EngineerIndividually researched · Index tier: moderateAI Product ManagerIndividually researched · Index tier: lowAI Program ManagerIndividually researched · Index tier: moderateAuditorIndividually researched · Index tier: moderateBookkeeperIndividually researched · Index tier: highBusiness AnalystIndividually researched · Index tier: moderateClaims AdjusterIndividually researched · Index tier: moderateCloud EngineerIndividually researched · Index tier: moderateCompliance OfficerIndividually researched · Index tier: moderateConsultantIndividually researched · Index tier: moderateContent StrategistIndividually researched · Index tier: moderateCopywriterIndividually researched · Index tier: highCustomer Service RepIndividually researched · Index tier: highData AnalystIndividually researched · Index tier: highData EngineerIndividually researched · Index tier: moderateData Entry ClerkIndividually researched · Index tier: highData ScientistIndividually researched · Index tier: moderateDatabase AdministratorIndividually researched · Index tier: moderateDevops EngineerIndividually researched · Index tier: moderateExecutive AssistantIndividually researched · Index tier: moderateFinancial AdvisorIndividually researched · Index tier: moderateFinancial AnalystIndividually researched · Index tier: moderateGraphic DesignerIndividually researched · Index tier: highHR RecruiterIndividually researched · Index tier: moderateInsurance UnderwriterIndividually researched · Index tier: moderateIT Support SpecialistIndividually researched · Index tier: highJournalistIndividually researched · Index tier: moderateJunior Financial AnalystIndividually researched · Index tier: moderateLoan OfficerIndividually researched · Index tier: moderateMarket Research AnalystIndividually researched · Index tier: moderateMarketing ManagerIndividually researched · Index tier: moderateML EngineerIndividually researched · Index tier: moderateNetwork EngineerIndividually researched · Index tier: moderateOperations ManagerIndividually researched · Index tier: moderateParalegalIndividually researched · Index tier: highPharmacistIndividually researched · Index tier: moderateProduct OperationsIndividually researched · Index tier: moderateProduct OwnerIndividually researched · Index tier: moderateProgram ManagerIndividually researched · Index tier: moderateProject ManagerIndividually researched · Index tier: moderateProofreader EditorIndividually researched · Index tier: highQA TesterIndividually researched · Index tier: highReal Estate AgentIndividually researched · Index tier: moderateRetail Sales AssociateIndividually researched · Index tier: moderateSales RepresentativeIndividually researched · Index tier: moderateScrum MasterIndividually researched · Index tier: moderateSDETIndividually researched · Index tier: moderateSecurity EngineerIndividually researched · Index tier: moderateSocial Media ManagerIndividually researched · Index tier: moderateSoftware DeveloperIndividually researched · Index tier: moderateSupply Chain ManagerIndividually researched · Index tier: moderateSystems AdministratorIndividually researched · Index tier: moderateSystems AnalystIndividually researched · Index tier: moderateTeacherIndividually researched · Index tier: moderateTechnical Product ManagerIndividually researched · Index tier: moderateTechnical Program ManagerIndividually researched · Index tier: moderateTechnical WriterIndividually researched · Index tier: highTranscriptionistIndividually researched · Index tier: highTranslatorIndividually researched · Index tier: highTruck DriverIndividually researched · Index tier: moderateUI DesignerIndividually researched · Index tier: moderateUX DesignerIndividually researched · Index tier: moderateVideo EditorIndividually researched · Index tier: moderateWarehouse WorkerIndividually researched · Index tier: highWeb DeveloperIndividually researched · Index tier: moderate
Evidence note: AI exposure tiers below come only from JR’s published AI Job Risk Index for individually researched occupations. Taxonomy-mapped titles are discoverable but are not individually scored.
AI impact pattern
Tier counts only for individually researched roles shown on this page.
High automation pressure
15 researched roles in this set (published Index: high).
Augmentation-heavy
51 researched roles (published Index: moderate).
Human-led / AI-assisted
1 researched roles (published Index: low).
Common responsibilities
Aggregated from JR’s role taxonomy dimensions for the researched occupations above — not scraped job ads.
- Execution — appears in 30 researched roles in this set
- Communication — appears in 30 researched roles in this set
- Analysis — appears in 25 researched roles in this set
- Planning — appears in 22 researched roles in this set
- Judgment — appears in 19 researched roles in this set
- Creation — appears in 17 researched roles in this set
- Customer interaction — appears in 12 researched roles in this set
- Compliance — appears in 9 researched roles in this set
Human advantage
- Domain expertise — shared across 35 researched roles
- Judgment — shared across 30 researched roles
- Accountability — shared across 22 researched roles
- Relationships — shared across 19 researched roles
- Creativity — shared across 15 researched roles
- Trust — shared across 11 researched roles
- Leadership — shared across 11 researched roles
- Physical presence — shared across 7 researched roles
Typical moves & adjacent careers
- sde to sdm (software-developer → engineering-manager)
- sde to tpm (software-developer → technical-program-manager)
- sde to technical product manager (software-developer → technical-product-manager)
- sde to solutions architect (software-developer → solutions-architect)
- sde to ai ml engineer (software-developer → ai-engineer)
- sde to staff principal engineer (software-developer → staff-principal-engineer)
- sdm to tpm (engineering-manager → technical-program-manager)
- sdm to technical product manager (engineering-manager → technical-product-manager)
- tpm to technical product manager (technical-program-manager → technical-product-manager)
- tpm to product manager (technical-program-manager → product-manager)
- tpm to engineering manager (technical-program-manager → engineering-manager)
- tpm to solutions architect (technical-program-manager → solutions-architect)
What can I move into? · Skills that survive across careers
Learning & proof
Academy topics and public guides already wired to these roles:
- How AI Shows Up at Work Today
- Prompt Engineering Techniques (Chain-of-Thought, ReAct)
- Descriptive Statistics & Summary Metrics
- Relational Database Design & SQL Basics
- What is AI?
- AI Terms You Should Know
- Retrieval-Augmented Generation (RAG) Architecture
- Kinds of AI (Generative, Predictive, and More)
free AI Upskilling AcademyExisting JR learning / proof surfacebookkeeper → financial advisorExisting JR learning / proof surfacecareer resilienceExisting JR learning / proof surfaceadmin → project managerExisting JR learning / proof surfacebuild skills to outperform your roleExisting JR learning / proof surfacePM → AI product managerExisting JR learning / proof surfaceAI growth pathExisting JR learning / proof surfaceTPM → AI program managerExisting JR learning / proof surface
Also: Upskill Academy · Excel at Work · Freelance projects · Job board
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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.
Updated 2026-09-15. Methodology: how scoring works · research · coverage & evidence depths.