Keyword Atlas · Business Operations · No 11
The words hiring systems and business analyst hiring managers actually look for, drawn from the U.S. Department of Labor occupational database and the bodies that certify this field. Sourced, dated, and checked by machine.
The keywords
Tap any keyword to see exactly where it comes from and how to use it in a real bullet.
Skill mix
Federal knowledge ratings for business analysts put English Language, Customer and Personal Service, and Education and Training in a three-way tie at the top, ahead of Administration and Management, Mathematics, and, at the bottom of this list, Computers and Electronics. That does not mean the tools and software in the list above don't matter; it means the communication and stakeholder-facing knowledge behind requirements gathering and findings documentation is what the ratings treat as the harder-to-teach differentiator. Lead your resume keywords with hard skills and tools, but don't leave the communication-heavy terms off the page.
Wage terrain
Placement
Title, years, one certification, one specialty area. This is the densest keyword real estate on the page.
Hard skills and tools, each attached to an outcome with a number.
Exact-phrase matching for screening software. Mirror the job posting's own wording.
One or two signature keywords woven into a story. Never a list.
The receipts
75% of resumes are rejected by ATS automatically, before a human ever sees them.NO PRIMARY SOURCE
Employers admit their own hiring systems screen out qualified candidates who don't exactly match the stated criteria.VERIFIED · HBS/Accenture 2021
Asked constantly
Mirror the specific terms in the job posting itself. Prioritize hard skills like requirements gathering, data analysis and solution development, and stakeholder interviews, along with any named tools like Alteryx software or Amazon Web Services AWS software, over hitting a target keyword count.
Use the exact phrasing from the posting rather than a paraphrase, since screening systems match literally. Employers themselves report this matters: in a 2021 Harvard Business School and Accenture survey, 88 percent said their own hiring systems screen out qualified candidates who don't match stated criteria exactly.
O*NET flags software including Alteryx software, Amazon Redshift, and Amazon Web Services AWS software as Hot Technologies for this occupation, meaning current job-posting demand for them is elevated. Name the specific tool you used rather than a generic phrase like data tools experience.