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Comparison · dataset August 2026

Business Analyst vs Project Manager: which is more exposed to AI?

A 20-point gap separates these roles — Project Manager is the more defensible seat.

Business Analyst sits at 68% time-weighted AI exposure against 48% for Project Manager, a 20-point gap driven by the 56% of business analyst work time that current models can already substitute outright. Project Manager holds a larger human-critical core — 46% of the role's time sits in work like "team motivation and leadership" that models score poorly on. Both roles sit inside Business, so the exposure difference reflects task design rather than a change of field.

20PP GAP

Seven dimensions, side by side.

METRICBUSINESS ANALYSTPROJECT MANAGERDELTA
AI exposure68%48%20pp gap
Resilience score56/10072/10016pt gap
Substitutable work time56%26%Fully automatable today
Human-critical work time44%46%Models score poorly here
Median salary$88k$94k$6k apart
10-year growth9%6%Business Analyst
US workforce942k796kBLS OEWS
Task level

What actually creates the gap.

Business Analysts spend 56% of their time-weighted week on tasks a current model can produce end-to-end, against 26% for Project Managers. The single largest contributor is "create dashboards and business reports", graded at 84% and worth 10% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.

Business Analyst
MOST EXPOSED TASKS
  • Create dashboards and business reports84% · 10% time
  • Write user stories and acceptance criteria82% · 14% time
  • Gather and document business requirements78% · 20% time
  • Data analysis and process mapping76% · 12% time
HUMAN-CRITICAL CORE
  • Requirements negotiation and prioritisation14% · 14% time
  • Change management and communication16% · 12% time
  • Stakeholder workshops and elicitation18% · 18% time
Project Manager
MOST EXPOSED TASKS
  • Write status reports and meeting notes84% · 12% time
  • Generate project plans and timelines78% · 14% time
HUMAN-CRITICAL CORE
  • Team motivation and leadership8% · 14% time
  • Stakeholder communication and conflict resolution14% · 18% time
  • Scope negotiation and change management16% · 14% time
What transfers

Both roles lean on judgement, social, procedural — that is the part of your experience that travels intact. Beyond that, the two capability profiles are unusually close: no dimension separates them by more than 15 points, which is why the switch difficulty below reads the way it does.

Switching between them
LowDIFFICULTY

Project Manager appears in our dataset as a mapped adjacent career for Business Analysts: the move lowers exposure by 20 points, landing at 48%. Switch difficulty reads low — capability profiles are 8 points apart on average and both sit in the same family.

Score your own exposure in 8 questions →

Common questions.

Is Business Analyst or Project Manager more at risk from AI?

Business Analyst. It scores 68% time-weighted AI exposure against 48% for Project Manager — a 20-point gap. 56% of business analyst work time is already fully substitutable by current models, versus 26% for Project Managers.

Which pays more, Business Analyst or Project Manager?

Project Manager, by roughly $6k at the median ($94k versus $88k). Note that the higher-paying role here is also the less AI-exposed one, which matters if you are weighing pay against durability.

Can a business analyst switch to being a project manager?

Project Manager appears in our dataset as a mapped adjacent career for Business Analysts: the move lowers exposure by 20 points, landing at 48%. Switch difficulty reads low — capability profiles are 8 points apart on average and both sit in the same family.

Which role is growing faster, Business Analyst or Project Manager?

Business Analyst, at 9% projected ten-year growth versus 6% — a 3-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.

Career families
Business
Methodology
Scores are time-weighted across each role's canonical O*NET tasks, graded against current frontier-model capability. How we score.