Business Analyst vs Software Engineer: which is more exposed to AI?
Effectively tied: 1 point separates Business Analysts from Software Engineers.
Business Analyst scores 68% time-weighted AI exposure and Software Engineer scores 67% — close enough that the headline number tells you almost nothing. The difference lives underneath it: Business Analysts lose the most ground on "create dashboards and business reports" (84%), while for Software Engineers it is "write boilerplate & crud code" (92%). The two sit in different families — Business and Computer & Math — so any move between them is a career change, not a lateral step.
Seven dimensions, side by side.
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 32% for Software Engineers. 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.
- 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
- Requirements negotiation and prioritisation14% · 14% time
- Change management and communication16% · 12% time
- Stakeholder workshops and elicitation18% · 18% time
- Write boilerplate & CRUD code92% · 14% time
- Generate unit tests from specs88% · 8% time
- Author documentation85% · 6% time
- Translate code between languages81% · 4% time
- Mentor junior engineers11% · 3% time
- Negotiate scope with stakeholders14% · 5% time
- Triage production incidents22% · 4% time
Both roles lean on procedural, cognitive — that is the part of your experience that travels intact. The real divide is social: Business Analysts score 74 there against 32 for Software Engineers, a 42-point spread. That is the gap you would actually have to close.
| DIMENSION | BUSINESS ANALYST | SOFTWARE ENGINEER |
|---|---|---|
| Social | 74 | 32 |
| Judgement | 76 | 41 |
Neither role lists the other as a mapped adjacent career. With 23 points of average separation across capability dimensions, a move is realistic but not free: expect to deliberately rebuild the dimensions listed above rather than assume they carry.
Score your own exposure in 8 questions →Common questions.
Is Business Analyst or Software Engineer more at risk from AI?
Business Analyst. It scores 68% time-weighted AI exposure against 67% for Software Engineer — a 1-point gap. 56% of business analyst work time is already fully substitutable by current models, versus 32% for Software Engineers.
Which pays more, Business Analyst or Software Engineer?
Software Engineer, by roughly $44k at the median ($132k 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 software engineer?
Neither role lists the other as a mapped adjacent career. With 23 points of average separation across capability dimensions, a move is realistic but not free: expect to deliberately rebuild the dimensions listed above rather than assume they carry.
Which role is growing faster, Business Analyst or Software Engineer?
Software Engineer, at 17% projected ten-year growth versus 9% — an 8-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.