Career Family · Evidence depth: individually researched roles
Data & AI careers
Analytics, data engineering, science, and applied AI/ML roles.
What happens to Data & AI careers as AI changes work? Job Resiliens answers from 5 individually researched occupations in this family — published AI Job Risk Index tiers only. We do not invent a single family-wide AI risk score.
- High / moderate / low counts below are roll-ups of published Index tiers for researched members.
- Taxonomy-mapped job titles (if listed) are discoverable aliases — not separately scored research.
- Next: pick a researched role → read task-level evidence → run a personal assessment on your real work.
Branches in this family
How JR groups Data & AI work for navigation — not a claim that every branch has equal AI exposure.
- Data Analysis
- Data Engineering
- Data Science
- ML Engineering
- AI Engineering
Published AI pattern (5 researched roles)
Pattern derived only from published AI Job Risk Index tiers for researched roles in this family.
High exposure
1 researched role in this family (Index: high).
Moderate exposure
4 researched roles (Index: moderate — augmentation-heavy).
Low exposure
0 researched roles (Index: low — human-led).
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.
Source: AI Job Risk Index · How scoring works · All researched roles
Individually researched roles
Each link opens task-level JR research (what AI changes vs human advantage). Titles below are the only ones with published Index tiers in this family.
Related titles (taxonomy-mapped, not separately scored)
These directory titles map to a researched occupation above. They help coverage — they are not invented AI-risk scores.
- Machine Learning Engineer → related researched page
- Senior Data Analyst → related researched page
- Senior Data Scientist → related researched page
- Business Intelligence Analyst → related researched page
Common responsibilities
Aggregated from JR’s role taxonomy for researched members — not scraped job ads.
- Creation — in 4 researched roles
- Analysis — in 4 researched roles
- Execution — in 3 researched roles
- Research — in 2 researched roles
- Communication — in 1 researched role
- Planning — in 1 researched role
Human advantage patterns
Where researched roles in this family still depend on judgment, trust, presence, or accountability.
- Domain expertise — shared across 5 researched roles
- Creativity — shared across 3 researched roles
- Judgment — shared across 2 researched roles
Career moves & learning
- arrive from software developer · published pivot guide
- can move into data scientist · published pivot guide
- can move into product manager · published pivot guide
- arrive from hr recruiter · published pivot guide
- arrive from customer service rep · published pivot guide
- can move into ml engineer · published pivot guide
Skills that survive across careers · Upskill Academy · AI skills to learn · Excel at Work
Related cohorts
What JR can do for you next
This page orients the family. Your personal path uses your real responsibilities — then diagnosis, skill gaps, learning, proof, and opportunities.
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.
Career Intelligence Universe · Compare families · Coverage & evidence depths · Will AI replace my job?