Business analyst resume keywords

We counted the skills in 169 open business analyst job postings from 90 employers, including Palantir, Nubank and Axon. The ones employers ask for most are automation (37% of postings), sales (31%) and process improvement (27%). 60% of the postings mention AI, though often in the company's description rather than as a skill the job needs.

Top skills and tools in business analyst postings

#KeywordShare of postings
1automation 37%
2sales 31%
3process improvement 27%
4compliance 25%
5Salesforce 24%
6dashboards 23%
7SQL 22%
8analytics 20%
9sales operations 18%
10audit 17%
11accounting 15%
12marketing 15%
13go-to-market 14%
14Excel 13%
15data analysis 13%
16customer experience 12%
17Python 11%
18troubleshooting 11%
19product roadmap 11%
20supply chain 11%
21CRM 10%
22SOX 10%
23Jira 9%
24agile 9%
25data quality 9%
26HR 8%
27manufacturing 8%
28billing 8%
29reconciliation 8%
30procurement 8%

Share of the 169 postings whose description names the skill (plurals and common spellings, such as “JS” and “JavaScript”, count as one).

Soft skills employers mention

reporting · 17%communication · 12%leadership · 10%documentation · 9%analytical skills · 9%collaboration · 7%attention to detail · 7%cross-functional · 7%

Show these through results in your bullets (“led a team of six”) rather than listing them as adjectives.

How to use these keywords on your business analyst resume

  1. Start with the posting, not this list. These are averages across 169 jobs; the one you're applying for has its own priorities. Use this page to spot common gaps, then match the specific posting.
  2. Name skills the way employers do. If you use “automation”, “sales” and “process improvement”, write those exact words. Applicant tracking systems and recruiters search for them, and a close synonym can be missed.
  3. Put each skill in a bullet that shows a result. Naming compliance inside a bullet about what you achieved with it, with a number where you can, is stronger than listing it alone in a skills section.
  4. Add only what's true. If you've worked with “compliance”, “Salesforce” and “dashboards” but your resume doesn't say so, add it. If you haven't, leave it out: interviews expose padded resumes quickly.

How these numbers are calculated

Every figure comes from open business analyst job postings on MANY Hired, imported from employers' own career pages. For each posting we pick out the skills, tools, certifications and qualifications its description names, then count how many postings ask for each one. A job counts as business analyst by its title. Updated November 10, 2026.