INDEX/JOBS/BUSINESS-ANALYST
BUSINESSMODERATE EXPOSUREREPORT ID #2874

Business Analyst.

Business analysts face high exposure in data gathering and documentation, but the stakeholder facilitation, requirements translation, and political navigation between business and technology remain human-critical.

EXPOSURE
64%
↑ 2.1pp vs Q1
RESILIENCE
58
durable index
MEDIAN PAY
$88k
$58k – $132k
10Y GROWTH
+9%
Faster than avg
020406080100
// EXPOSURE
0%
Business Analysts
THE TASK-LEVEL VERDICT
DATA-ANALYSIS
CONTENT-CREATION
RESEARCH-SYNTHESIS
Where the score comes from

Time spent, weighted by AI capability.

Distribution by class
56%
0%
44%
AI-Substitutable
AI-Assisted
Human-Critical
Task breakdown
All 7 canonical tasks
Task Exposure ClassificationTime share
01Create dashboards and business reports
84%
AI-Substitutable10%
02Write user stories and acceptance criteria
82%
AI-Substitutable14%
03Gather and document business requirements
78%
AI-Substitutable20%
04Data analysis and process mapping
76%
AI-Substitutable12%
05Stakeholder workshops and elicitation
18%
Human-Critical18%
06Change management and communication
16%
Human-Critical12%
07Requirements negotiation and prioritisation
14%
Human-Critical14%
Task profile · radar
Where the work concentrates.
COGNITIVE78CREATIVE52MANUAL4SOCIAL74PROCEDURAL82JUDGEMENT76
Procedural and Cognitive tasks dominate this role — both highly model-addressable. Social and Judgement axes are smaller but more resilient.
Capability creep · 8 years
Exposure climbed 42pp since 2018.
'18'20'22'24'26
Editorial signals

What the data is telling us.

INSIGHT · 01
EXPOSURE SIGNAL
Requirements documentation, user stories, and process maps are increasingly AI-generatable from meeting transcripts and existing systems.
INSIGHT · 02
AUGMENTATION SIGNAL
Data analysis and reporting are AI-augmented — BAs who use AI spend less time in spreadsheets and more time with stakeholders.
INSIGHT · 03
RESILIENCE SIGNAL
Stakeholder facilitation, political navigation between IT and business, and change management are where experienced BAs earn their keep.
Resilient adjacencies

Where business analysts move next.

Product Manager
Low
38%
-26pp vs Business
Data Analyst
High
69%
5pp vs Business
Project Manager
Moderate
44%
-20pp vs Business
Solutions Architect
Moderate
52%
-12pp vs Business
Process Engineer
Moderate
58%
-6pp vs Business
Community pulse
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12,408 business analysts responded in the last 30 days.
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Business Analyst
64%
AI-Exposed
36% remain human-critical
TASKEXPOSED.COM/JOBS/BUSINESS-ANALYSTRESEARCH BRIEF · MAY 2026
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FAQ

Common questions about Business Analyst AI exposure.

What is the AI exposure score for Business Analysts?

Business Analysts have an overall AI exposure score of 64%, meaning approximately 64% of their time-weighted tasks can be substantially assisted or substituted by current frontier AI models. This places the role in the "Moderate" exposure category.

Will AI replace Business Analysts?

AI is unlikely to fully replace Business Analysts in the near term. The 36% of tasks classified as Human-Critical — including Stakeholder workshops and elicitation and Requirements negotiation and prioritisation — remain strongly human-dependent. AI is more likely to augment the role, raising productivity and shifting focus toward higher-judgment work.

What tasks are most exposed to AI for Business Analysts?

The most AI-exposed tasks for Business Analysts include: Gather and document business requirements, Write user stories and acceptance criteria, Data analysis and process mapping. These have exposure scores of 78%, 82%, 76% respectively.

What skills should Business Analysts develop to stay resilient?

Business Analysts should focus on developing skills in areas that AI struggles with: Stakeholder workshops and elicitation, Requirements negotiation and prioritisation, Change management and communication. Adjacent careers with lower exposure include Product Manager and Data Analyst.