Share and intensity of work current AI systems can materially affect.
SOC 13-1111
Business Analysts AI displacement risk
Information gathering, requirements documentation, and draft recommendations are exposed to AI assistance. Problem framing, stakeholder interviews, and implementation judgment keep the role augmentation-heavy.
Likely potential for exposed tasks to move to software after workflow integration.
Analysts measured on document output face more redesign pressure than analysts embedded in operational decisions and organizational change.
Distribution
Where Business Analysts sits across 620 tracked roles
Displacement pressure 42 — higher than 70% of the 620 occupations tracked on displacement.ai.
Score version
This page uses Seed model v0.4 (seed-v0.4-2026-05), last reviewed 2026-08-08. Directional occupation-level planning model using hand-reviewed public research, task exposure estimates, wage context, and transition-pathway assumptions.
11 O*NET task statements matched to SOC 13-1111. The displayed task profile combines these official task statements with the current public score model.
Median wage context: $101,860 (May 2025, US national). The latest BLS row matched SOC 13-1111.
Scores are planning signals, not forecasts. Local hiring demand, employer-specific workflows, licensing, and credentials must be validated before making career decisions.
2030 economic stress test
How Anthropic's scenarios classify Business Analysts
SOC 13-1111 places this role in the paper's cognitive occupation group. These group-level outcomes do not change the 42/100 role score and are not an occupation forecast.
+0.4% group wage
-0.5% cognitive employment since mid-2026; 2.9% cognitive unemployment.
Economy-wide: +1.6% GDP and 3.9% unemployment.
-0.3% group wage
-3.9% cognitive employment since mid-2026; 4.5% cognitive unemployment.
Economy-wide: +8.3% GDP and 4.6% unemployment.
-11.5% group wage
-21.5% cognitive employment since mid-2026; 17.9% cognitive unemployment.
Economy-wide: +32.4% GDP and 11.9% unemployment.
Compare the assumptions and limitations across all three scenarios. Source: The Anthropic Institute Working Paper No. 2026-02.
Official task evidence
O*NET task matches for Business Analysts
The current evidence import matched 11 task statements from Task Statements 31.0 (August 2026). These rows are used as a grounding layer for judging which parts of the occupation are repeatable, language-heavy, analytical, social, physical, or compliance-sensitive.
Dataset31.0 (August 2026)
Matched tasks11
SOC13-1111
- Core task / ID 7276
Gather and organize information on problems or procedures.
- Core task / ID 7278
Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures.
- Core task / ID 7277
Analyze data gathered and develop solutions or alternative methods of proceeding.
- Core task / ID 7282
Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes.
- Core task / ID 7285
Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis.
- Core task / ID 7281
Interview personnel and conduct on-site observation to ascertain unit functions, work performed, and methods, equipment, and personnel used.
Source: O*NET Resource Center, Task Statements. Raw import target: data/raw/onet/task-statements-31-0.txt.
Task profile
Where AI changes the work
Gather and organize problem data
Exposure 74, automation 48%, augmentation 66%.
O*NET evidence: Gather and organize information on problems or procedures. (ID 7276)
Draft findings and recommendations
Exposure 78, automation 46%, augmentation 72%.
O*NET evidence: Document findings of study and prepare recommendations for implementation of new system... (ID 7282)
Analyze workflows and propose solutions
Exposure 52, automation 24%, augmentation 64%.
Interview stakeholders and observe work
Exposure 24, automation 6%, augmentation 36%.
TaskExposureAutomationAugmentation
Gather and organize problem data7448%66%
Draft findings and recommendations7846%72%
Analyze workflows and propose solutions5224%64%
Interview stakeholders and observe work246%36%
Transition pathways
Adjacent moves that preserve existing skills
role redesign
ModerateProduct Operations Manager
Training horizon: 4-8 months. Skill overlap 76. Wage preservation signal 104.
- Own operational metrics
- Document decision workflows
- Run cross-functional retrospectives
adjacent role
ModerateChange Management Specialist
Training horizon: 4-8 months. Skill overlap 68. Wage preservation signal 102.
- Map adoption risks
- Build communication plans
- Measure rollout outcomes
Comparison guides
Compare the next move before you commit
4-8 months
Business Analysts to Product Operations Manager
Compare AI displacement pressure, wage preservation, skill overlap, training time, and first proof project for moving from Business Analysts into Product Operations Manager.
4-8 months
Business Analysts to Change Management Specialist
Compare AI displacement pressure, wage preservation, skill overlap, training time, and first proof project for moving from Business Analysts into Change Management Specialist.
What the AI risk score means for Business Analysts
The displacement pressure score for Business Analysts is 42. That score blends task exposure, automation pressure, augmentation potential, wage vulnerability, transition feasibility, and source confidence. It is designed to help workers and workforce teams decide where to act first, not to claim a specific date when a job will disappear.
For this role, the clearest risk pattern is visible at the task level. Gather and organize problem data carries 48% automation pressure, while Draft findings and recommendations carries 72% augmentation potential. That means the best response is usually a targeted redesign of work: move away from repeatable production tasks and toward judgment, exception handling, coordination, stakeholder context, and accountable use of AI tools.
Labor-market context and wage risk
Median wage: $101,860 (May 2025, US national). Employment context: Large consulting and analysis workforce. Typical education: Bachelor's degree common.
Wage vulnerability is 24, while transition feasibility is 80. A high wage-vulnerability score means workers should pay close attention to salary preservation before making a move. A high transition-feasibility score means there are adjacent paths that can reuse existing skills without requiring a complete career reset.
- Moderate displacement pressure
- High augmentation upside
- Implementation ownership is durable
Upskilling priorities
Skills that make this role more resilient
The safest upskilling plan starts with skills already close to the work. For Business Analysts, the strongest near-term skill priorities are listed below. These are useful whether the goal is to stay in the role, move to a redesigned version of the role, or transition into an adjacent occupation.
Process mapping
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Requirements documentation
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Stakeholder interviews
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
AI-assisted analysis
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
90-day transition plan
The most practical next step is not to wait for a layoff or a full role redesign. Use the next 90 days to create evidence that you can operate in a safer, more AI-augmented version of the work.
- In the first 30 days, document the repetitive tasks in your current work and identify where AI can reduce drafting, lookup, classification, or reporting time.
- By 60 days, complete one small project connected to Product Operations Manager, such as own operational metrics.
- By 90 days, compare internal openings and external postings for Product Operations Manager or Change Management Specialist and update your resume around measurable workflow outcomes.
FAQ
Questions about AI and Business Analysts
Will AI replace Business Analysts?
Information gathering, requirements documentation, and draft recommendations are exposed to AI assistance. Problem framing, stakeholder interviews, and implementation judgment keep the role augmentation-heavy. The better planning signal is not full replacement, but which tasks become automated, which tasks become AI-assisted, and which responsibilities still need human judgment.
Which parts of Business Analysts work are most exposed to AI?
Gather and organize problem data and Draft findings and recommendations show the strongest automation pressure in this model. Draft findings and recommendations and Gather and organize problem data are better treated as AI-augmented work.
What should Business Analysts learn next?
Start with Process mapping, Requirements documentation, Stakeholder interviews. The most practical adjacent paths in this model are Product Operations Manager and Change Management Specialist.
How should this score be used?
Use it as a planning signal, not a prediction. Confirm local hiring demand, wages, licensing, credentials, and employer adoption before making a career move.
Sources
Evidence trail
International Labour Organization / 20 May 2025Generative AI and Jobs: A Refined Global Index of Occupational ExposureMcKinsey Global Institute / 26 July 2023Generative AI and the Future of Work in AmericaO*NET Resource Center / Database 31.0 (August 2026)Occupation, Task, Skill, and Work-Activity DataUS Bureau of Labor Statistics / May 2025 estimates (released 15 May 2026)Occupational Employment and Wage Statistics