Business Analyst Resume Keywords That Clear ATS

Business analyst resume keywords operate differently from technical role keywords. A data engineer who lists "Apache Spark" gets the phrase extracted by ATS and then interrogated at depth by an engineering interviewer. A BA who lists "stakeholder management" gets the phrase extracted — and then gets nothing from the human review, because every other BA resume says the same thing.

The keyword problem for BAs is not getting phrases into the resume. It is making those phrases say something that gives the reviewer a reason to call.

The phrase pattern that actually works

Every high-performing BA resume bullet follows the same structure: process verb + stakeholder or system context + scale + outcome.

The process verb is the ATS trigger. The context is what makes the phrase specific. The scale and outcome are what make the human reviewer stop scanning.

Weak	Strong
Stakeholder management	Managed requirements review across 12 cross-functional stakeholders — resolved 4 conflicting scope items before sprint planning
Requirements gathering	Elicited and documented 140 requirements for a lending platform migration via 18 structured workshops and 6 system walkthroughs
Process improvement	Mapped 8 as-is loan origination workflows and designed 5 to-be states — new process reduced average approval time from 5 days to 11 hours
UAT coordination	Designed and executed 200-case UAT script for CRM integration — identified 14 defects before production release, zero post-launch blockers

The ATS extracts "requirements gathering," "process improvement" and "UAT" from both columns. The hiring manager only acts on the strong versions.

Core BA keyword categories

Requirements and analysis phrases

The highest-frequency keyword cluster in BA postings centres on requirements work. The phrases that appear most:

Elicitation verbs matter here: "gathered," "elicited," "facilitated," "documented," "authored," "prioritised." Employers use these verbs in their job descriptions and ATS phrase-match against them. Mirror the exact verb the posting uses where possible — "facilitated workshops" if the posting says "facilitate," not "ran workshops."

Stakeholder and communication phrases

These are the phrases most likely to be listed generically and least likely to differentiate:

• Strong framing: "Facilitated 40+ sprint ceremonies across 6 product teams — 94% on-time delivery over 12 months"
• Weak framing: "Excellent communication and stakeholder management skills"

The word "facilitated" plus the verb object plus a number plus an outcome. That is the formula every time.

Phrases to anchor in stakeholder bullets: cross-functional, executive briefing, change management, conflict resolution, prioritisation, sign-off, steering committee. These words appear in hiring manager assessments of BA candidates and signal seniority of stakeholder environment.

Technical keyword layer

This is where BA resumes most frequently fall short — and where the premium lies.

The AI and ML literacy premium at 18% is the most interesting data point. It does not reflect coding ability — it reflects the ability to articulate AI product requirements clearly, understand model limitations and translate between engineering teams and business stakeholders. That skill set is in short supply and employers are paying for it.

How to describe AI literacy on a BA resume without overclaiming:

"Documented requirements for an LLM-powered document classification system — worked with ML engineers to define model confidence thresholds, edge case handling and fallback workflows; facilitated stakeholder sign-off on acceptable accuracy rates."

That is not claiming to build a model. It is claiming to bridge the gap between an AI system and a business outcome — which is exactly what the emerging BA skill set looks like.

Systems analyst keyword variants

Business systems analyst postings use a materially different keyword set from generalist BA postings. If the role title includes "systems," the ATS and hiring manager are looking for different phrases.

The most common mistake on systems analyst resumes is using the generalist BA keyword set. If the role requires SDLC knowledge and system integration experience, the resume should name SDLC explicitly and describe a system integration project with the specific systems involved.

Domain terminology: the highest-leverage addition most candidates skip

Every industry has specific terminology that appears in its BA job postings. These terms serve as ATS signals and as credibility markers for human reviewers who know the domain.

Financial services: loan origination, AML/KYC, regulatory reporting, Basel III, product pricing models, treasury systems, core banking, settlement workflows

Healthcare: HL7/FHIR, EMR/EHR systems, clinical workflows, HIPAA compliance, patient journey mapping, claims processing, care pathway analysis

Insurance: policy administration, claims management, underwriting workflows, actuarial data feeds, regulatory filings, product configuration

Retail / e-commerce: order management, inventory allocation, POS systems, loyalty programs, returns processing, demand forecasting

Technology / SaaS: product discovery, feature prioritisation, API specifications, product roadmap, go-to-market requirements, platform integrations

If you have domain experience, list the specific terminology. "Financial services BA with experience in loan origination and AML compliance workflows" clears a completely different ATS filter from "experienced business analyst with financial sector background."

For the full BA resume picture — annotated examples, salary benchmarks and the complete skill demand analysis — see the business analyst resume guide.

Related guides in this cluster:

• Business analyst resume guide (2026) — full market analysis, resume examples and salary benchmarks
• Entry-level business analyst resume guide — building your phrase patterns without production experience
• Business intelligence analyst resume guide — the data-heavy BA variant with a different keyword profile