Career Intelligence Universe

Research & Data Careers

Data, analytics, science, and research roles — AI accelerates computation; framing the right question still matters.

Get My Free AI Exposure Score How coverage & evidence work

What this cohort is: Research & data cohorts share analysis and evidence responsibilities across marketing, technology, and science contexts.

8 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.

AI EngineerIndividually researched · Index tier: moderate Data AnalystIndividually researched · Index tier: high Data EngineerIndividually researched · Index tier: moderate Data ScientistIndividually researched · Index tier: moderate Financial AnalystIndividually researched · Index tier: moderate Market Research AnalystIndividually researched · Index tier: moderate ML EngineerIndividually researched · Index tier: moderate UX ResearcherIndividually researched · Index tier: low

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

1 researched roles in this set (published Index: high).

Augmentation-heavy

6 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.

Analysis — appears in 7 researched roles in this set
Research — appears in 5 researched roles in this set
Creation — appears in 4 researched roles in this set
Communication — appears in 4 researched roles in this set
Execution — appears in 3 researched roles in this set
Planning — appears in 1 researched role in this set
Judgment — appears in 1 researched role in this set

Human advantage

Domain expertise — shared across 7 researched roles
Judgment — shared across 5 researched roles
Creativity — shared across 3 researched roles
Relationships — shared across 1 researched role

Typical moves & adjacent careers

sde to ai ml engineer (software-developer → ai-engineer)
data analyst to data scientist (data-analyst → data-scientist)
data analyst to product manager (data-analyst → product-manager)
data engineer to ml engineer (data-engineer → ml-engineer)
recruiter to hr analytics (hr-recruiter → data-analyst)
accountant to financial analyst (accountant → financial-analyst)
ux researcher to product manager (ux-researcher → product-manager)
customer service to data analyst (customer-service-rep → data-analyst)

What can I move into? · Skills that survive across careers

Learning & proof

Academy topics and public guides already wired to these roles:

What is AI?
How AI Shows Up at Work Today
AI Terms You Should Know
Prompt Engineering Techniques (Chain-of-Thought, ReAct)
Data Manipulation with Pandas
Relational Database Design & SQL Basics
Exploratory Data Analysis (EDA)
Kinds of AI (Generative, Predictive, and More)

free AI Upskilling Academy pathExisting JR learning / proof surface career resilience frameworkExisting JR learning / proof surface build skills to outperform your roleExisting JR learning / proof surface data analyst → data scientistExisting JR learning / proof surface data analyst → product managerExisting JR learning / proof surface UX researcher → product managerExisting JR learning / proof surface AI risk for UX designersExisting JR learning / proof surface

Also: Upskill Academy · Excel at Work · Freelance projects · Job board

Degrees that commonly lead here

B.Tech Computer ScienceDegree → family → roles (Student journey)BSc Computer ScienceDegree → family → roles (Student journey)

Related Career Intelligence

Careers in FinanceCareers in Finance / Accounting & Finance Careers Accounting & Finance CareersAccounting & Finance Careers Finance & Business AnalystsFinance Analysts / Analyst careers Technology CareersTechnology Careers Software & Engineering CareersSoftware & Engineering Careers Developer CareersDeveloper careers Marketing & Growth CareersMarketing & Growth Careers Healthcare CareersHealthcare Careers

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Updated 2026-09-15. Methodology: how scoring works · research · coverage & evidence depths.