Career Intelligence Universe
Management & Leadership Careers
Managers and leaders across engineering, product, operations, and marketing — coordination and judgment under AI pressure.
What this cohort is: Management cohorts are coordination and decision work. AI can draft plans and status; accountability, conflict, and prioritisation stay human.
- 13 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.
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
0 researched roles in this set (published Index: high).
Augmentation-heavy
10 researched roles (published Index: moderate).
Human-led / AI-assisted
3 researched roles (published Index: low).
Common responsibilities
Aggregated from JR’s role taxonomy dimensions for the researched occupations above — not scraped job ads.
- Planning — appears in 10 researched roles in this set
- Management — appears in 10 researched roles in this set
- Communication — appears in 8 researched roles in this set
- Judgment — appears in 6 researched roles in this set
- Analysis — appears in 3 researched roles in this set
- Execution — appears in 2 researched roles in this set
- Creation — appears in 2 researched roles in this set
- Compliance — appears in 1 researched role in this set
Human advantage
- Leadership — shared across 10 researched roles
- Judgment — shared across 9 researched roles
- Relationships — shared across 7 researched roles
- Domain expertise — shared across 5 researched roles
- Accountability — shared across 4 researched roles
- Trust — shared across 1 researched role
- Creativity — shared across 1 researched role
Typical moves & adjacent careers
- sde to sdm (software-developer → engineering-manager)
- sde to tpm (software-developer → technical-program-manager)
- sde to staff principal engineer (software-developer → staff-principal-engineer)
- sdm to tpm (engineering-manager → technical-program-manager)
- sdm to product manager (engineering-manager → product-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)
- pm to technical product manager (product-manager → technical-product-manager)
- pm to program manager (product-manager → program-manager)
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)
- Kinds of AI (Generative, Predictive, and More)
- Retrieval-Augmented Generation (RAG) Architecture
Also: Upskill Academy · Excel at Work · Freelance projects · Job board
Degrees that commonly lead here
Related Career Intelligence
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.