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Business Analyst

Context in, formal artifact out, human validates: elicitation plans, requirements with acceptance criteria, business cases, KPI sheets and stakeholder briefs, built from how BAs describe the loop in IIBA case studies.

Install what you need, one listing at a time: every part of the work below links to the tools for it, and each listing has its own Add button. Installing a whole kit at once is not available yet.

Workflows for this work

The job in 5 areas. Each part is a workflow: open it for its steps and the tools that do each one. Built from occupational data and the field's own body of knowledge; sources at the end.

Business analyst176 skill packs · 31 MCP servers · 7 pluginsEach part is a workflow. The number beside it is how many tools help with it

1Understand the business problem

Study how the business works today, where it should go and the options to get there.

2Work with stakeholders

Plan who to involve, draw out what they need and keep them informed.

3Define requirements

Write, check and manage requirements from first draft to approval.

4Analyze data and measures

Define the measures of success and pull the numbers behind decisions.

5Test and evaluate the solution

Check the solution works for users and delivers the value promised.

Sources for this tree, 4

O*NET occupations consulted: 13-1111.00, 15-1211.00, 15-2051.01. Read on 2026-10-04.

Stage by stage walkthrough, 10 stages, with what practitioners keep for themselves
01

Elicitation planning and stakeholder mappingshared with PM

What you do

  • Map stakeholders and what each one needs to decide
  • Choose the elicitation technique
  • Draft the question bank per role and phase

DeliverableStakeholder map, elicitation plan, question bank

Stays with youFacilitation and stakeholder trust. Give the agent the project brief, stakeholder types and phase, and it returns BABOK-shaped questions to start from.

“Generate five probing questions to uncover potential risks in a loan approval workflow.”Adaptive US example prompt (training vendor) ↗

Industry notes for Healthcare, Fintech and payments. Pick an industry above to read them.

Skills that do it

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02

Sessions and transcripts to requirementsshared with PM

What you do

  • Capture the workshop or interview
  • Turn the transcript into candidate requirements with timestamps
  • Log decisions and open questions

DeliverableSession notes, candidate requirements list, decision log

Stays with youRunning the room. One health plan cut documentation effort by about three quarters with an agent on the transcripts; the facilitation stayed human.

Skills that do it

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03

Requirements: BRD, stories, acceptance criteria, traceabilityshared with PM

What you do

  • Write formal requirements grouped by functional area
  • Break into stories with Given-When-Then criteria and negative cases
  • Trace requirements to goals and to tests

DeliverableBRD or FRD, story backlog, traceability matrix

Stays with youValidation. Agents hardcode limits that should be configurable and write weak validation scenarios; organize the context and review the output.

“AI won't replace business analysts, but automation will replace the ones who only write requirements.”Susan Yu, via IIBA ↗

“AI collaboration quality depends more on how you organize context than how much context you provide.”Maksim Matlakhov ↗

Industry notes for Fintech and payments, Healthcare, SaaS and B2B software. Pick an industry above to read them.

Skills that do it

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04

Process mapping and gap analysis

What you do

  • Map the as-is and to-be journeys with swimlanes
  • Find the gap and the bottleneck
  • Write the SOP or RACI for the new flow

DeliverableProcess maps (Mermaid), gap analysis, RACI

Stays with youValidating the map against reality. Open-source coverage here is thin: journey maps and diagrams are packaged, a proper BPMN generator is not yet.

“The 'What' is a commodity. The 'Why' is your paycheck.”BA Times ↗

Industry notes for E-commerce and retail, Healthcare. Pick an industry above to read them.

Skills that do it

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05

Business case and validationshared with PM

What you do

  • Pressure-test the premise
  • Model costs, benefits and payback
  • Review the case against a standard and present the recommendation

DeliverableBusiness case with a clear ask and a risk list

Stays with youThe recommendation and the estimate. Agents can flag scope creep and size complexity, but that is not a substitute for an estimation process.

Skills that do it

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06

Market sizing, options and vendor evaluationshared with PM, DA

What you do

  • Size the market top-down and bottom-up
  • Lay out the competitive landscape and alternatives
  • Score options with a weighted matrix

DeliverableMarket section, options paper, decision matrix

Stays with youThe weights. Research agents find options beyond internal knowledge; the scoring criteria are a stakeholder decision.

Skills that do it

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07

KPI definition and reporting requirementsshared with DA, PM

What you do

  • Define KPIs with owners, formulas and sources
  • Specify the reports, their grain and cadence
  • Hand over to analytics with a dashboard spec

DeliverableKPI sheet, reporting requirements, dashboard spec

Stays with youAgreeing the formula with the people who will be measured by it.

Industry notes for Fintech and payments, Healthcare. Pick an industry above to read them.

Skills that do it

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08

UAT and test artifacts

What you do

  • Generate test scenarios from requirements with traceability
  • Write UAT scripts in plain English
  • Triage defects against requirement IDs

DeliverableUAT plan, test cases, sign-off record

Stays with youExecution with end users and the sign-off.

Skills that do it

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09

Stakeholder narrative and governanceshared with PM, DA

What you do

  • Write the brief once and tailor it per audience
  • Prepare the decision memo
  • Run the AI risk review before rollout

DeliverableStakeholder brief, decision memo, risk review

Stays with youDecision architecture: who decides what, on which evidence. Facilitating the AI risk review is now part of the role.

Skills that do it

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10

Preview stakeholder and customer reactionshared with PM

What you do

  • Simulate segments from records
  • Compare options before the steering meeting

DeliverableReaction comparison for the decision memo

Stays with youReading the disagreement between segments rather than the average.

Skills that do it

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Packages for this role

Ranked like the ladder: by the GitHub stars each source repository gained this week. Install any of them into any supported client.

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Recommendations are curated in catalog/professions.json (updated 2026-09-28) and reviewed like code. Quotes link to the practitioner who said them, and vendors are marked as such. Nothing here is ranked by payment.