One of seven role studies in the ATS Resume Keyword Study counts 3,518 job postings from 81 companies, term by term. Terms counted in more than one role are compared in the same-term comparison across roles.
Keyword study
Most PM resumes lead with the tools and the ceremony. The postings mostly do not mention either.
Before you apply
One posting will weight these terms differently from all 421. Paste yours against it and see which of its words your resume never uses.
Check My ResumeEvery open role on 62 company job boards was read; 421 of them carry a product manager or product management title. Each was checked against a fixed list of 44 terms.
What is reported is how many postings use a term, not how often. Nine mentions of “roadmap” in one posting counts once, exactly like a single mention in a bullet nobody reads. The ± is a 95% interval, where two rows sit closer together than that, treat them as tied.
Out of 421. The top twenty; the rest are tabulated further down.
The top four are not tools, methods or metrics. roadmap, cross-functional, prioritization, stakeholder management, in that order, 85.5% down to 57%. Every one of them describes how a product manager works with other people, and none of them is something you install.
The tool stack is nearly invisible. The most-named tool is SQL at 16.4%, and it is a query language rather than a product tool. Jira appears in 1.7% of postings, Figma 2.4%, Amplitude 1.7%, Confluence 0.7%, Looker 0.7%, Mixpanel 0.2%, Tableau 0.2%. Productboard appears in 0.
So is the Agile vocabulary. Agile is named in 8.6% of these postings, sprint in 3.1%, Scrum in 2.1%, Kanban in 0.5%. “Lean startup” or “lean product” appears in 0. A resume built around ceremonies and certifications is answering a question these postings mostly did not ask.
The generic word beats the specific one. Experimentation is named in 24.2% against 2.1% for A/B testing, roughly 12 times as many. The same pattern holds for metrics: engagement 19% and retention 15% against OKRs 3.3%, north star metric 4.5% and NPS 1.4%. Carry both forms.
An MBA is named in 5.5% of postings. Fewer than mention AI or machine learning (28.3%), and far fewer than mention prioritization (59.6%).
Want the version of this for one specific role rather than the aggregate? Run the posting and your resume through the checker and it will name the terms that posting uses and yours does not.
The counting stops here; this part is judgment. The postings say which words matter. A bullet that uses the word without the detail around it reads as a claim, not a record.
roadmap
85.5% of postings
The horizon it covered, the teams it committed, and what you cut from it.
cross-functional
68.4% of postings
The functions by name. The word alone is in most of these postings and tells a reader nothing.
prioritization
59.6% of postings
The criteria or method you used, and one decision it settled.
stakeholder management
57% of postings
Who the stakeholders were and what they agreed to that they had not before.
experimentation
24.2% of postings
How many tests, what shipped, and, because A/B testing is named in only 2.1%, the word experimentation itself.
The Agile finding is real for this corpus and narrow beyond it. These are 62 technology companies hiring through one ATS vendor, most with established product organizations where a delivery method is assumed rather than advertised. A posting that does not say “Scrum” is not a company that does not run Scrum.
Whole categories of product employer are absent from this sample. Agencies and consultancies, systems integrators, government and defense contractors, and regulated industries are not represented, and those are exactly the employers that ask for CSPO, CSM or SAFe by name, sometimes as a hard requirement. This study measured no certification terms at all, so it says nothing about them either way.
The safe reading is the narrow one: if you are applying to product roles at technology companies, the words these postings use most are about roadmap ownership, prioritization and working across functions. Lead with those. Keep your methods and tools on the page, lower down, where they cost you nothing.
| Term | Postings | Share | ±95% |
|---|---|---|---|
| roadmap | 360 | 85.5% | ±3.4 |
| cross-functional | 288 | 68.4% | ±4.4 |
| prioritization | 251 | 59.6% | ±4.7 |
| stakeholder management | 240 | 57% | ±4.7 |
| product strategy | 161 | 38.2% | ±4.6 |
| go-to-market | 142 | 33.7% | ±4.5 |
| requirements / PRD | 55 | 13.1% | ±3.2 |
| user research | 39 | 9.3% | ±2.8 |
| product discovery | 17 | 4% | ±1.9 |
| user stories | 14 | 3.3% | ±1.7 |
| customer interviews | 7 | 1.7% | ±1.2 |
| Term | Postings | Share | ±95% |
|---|---|---|---|
| experimentation | 102 | 24.2% | ±4.1 |
| engagement | 80 | 19% | ±3.7 |
| retention | 63 | 15% | ±3.4 |
| conversion | 40 | 9.5% | ±2.8 |
| KPIs | 39 | 9.3% | ±2.8 |
| funnel | 24 | 5.7% | ±2.2 |
| north star metric | 19 | 4.5% | ±2 |
| OKRs | 14 | 3.3% | ±1.7 |
| churn | 10 | 2.4% | ±1.5 |
| A/B testing | 9 | 2.1% | ±1.4 |
| NPS | 6 | 1.4% | ±1.1 |
| cohort analysis | 5 | 1.2% | ±1 |
| Term | Postings | Share | ±95% |
|---|---|---|---|
| Agile | 36 | 8.6% | ±2.7 |
| sprint | 13 | 3.1% | ±1.7 |
| Scrum | 9 | 2.1% | ±1.4 |
| Kanban | 2 | 0.5% | ±0.7 |
| lean | 0 | 0% | ±0 |
| Term | Postings | Share | ±95% |
|---|---|---|---|
| SQL | 69 | 16.4% | ±3.5 |
| Figma | 10 | 2.4% | ±1.5 |
| Jira | 7 | 1.7% | ±1.2 |
| Amplitude | 7 | 1.7% | ±1.2 |
| Looker | 3 | 0.7% | ±0.8 |
| Confluence | 3 | 0.7% | ±0.8 |
| Mixpanel | 1 | 0.2% | ±0.4 |
| Tableau | 1 | 0.2% | ±0.4 |
| Productboard | 0 | 0% | ±0 |
| Term | Postings | Share | ±95% |
|---|---|---|---|
| enterprise | 169 | 40.1% | ±4.7 |
| AI / machine learning | 119 | 28.3% | ±4.3 |
| API | 99 | 23.5% | ±4.1 |
| SaaS | 91 | 21.6% | ±3.9 |
| B2B | 83 | 19.7% | ±3.8 |
| MBA | 23 | 5.5% | ±2.2 |
| B2C | 5 | 1.2% | ±1 |
Selection. Matched on the title alone, requiring “product manager” or “product management”. Internships are excluded. Nothing else is: because the title already pins the profession, a word like “developer” or “engineer” in one of these titles names the product domain rather than the job, and “Staff Product Manager, Developer Experience” is a product manager. A wider exclusion list was tried first and dropped 14 genuine PM postings for that reason.
Discovery, qualified. “Discovery” is counted only in its qualified forms: product, customer, user or continuous discovery, or discovery process, work or phase. The bare word appears in roughly four times as many postings, but nearly all of that is ordinary English rather than the practice, so counting it would overstate the finding.
Three terms were dropped rather than reported. Linear reaches 0.7% loosely and 0.2% once “linear regression” and “linear algebra” are excluded: too rare to report and dirty at that size. Aha! appears in one posting, and its trailing exclamation mark makes a word-boundary match unreliable. “Platform” appears in 85% of postings but is ordinary English in a technology job description rather than something a candidate can act on, so reporting it would pad the table without informing anyone.
Limits worth stating. These are 62 mostly US technology companies hiring through one ATS vendor. They are not a random sample of product management jobs, and the mix skews to well-funded product companies. Terms outside the 44-term list are not counted, so absence here is not evidence of absence in the market. No certification terms were measured at all. It is a snapshot of open roles on 2026-09-09, not a trend.
adyen · affirm · anaplan · anthropic · asana · billtrust · bitgo · braze · brex · carta · checkr · chime · cloudflare · coinbase · databricks · datadog · discord · doximity · duolingo · elastic · faire · figma · fivetran · flexport · gitlab · gusto · gympass · hellofresh · instacart · intercom · justworks · klaviyo · lattice · launchdarkly · lyft · melio · mongodb · monzo · newrelic · okta · oscar · pagerduty · peloton · pinterest · pushpay · reddit · ridgeline · ripple · robinhood · sagesure · samsara · smartsheet · sofi · stripe · tide · twilio · upwork · vercel · verkada · webflow · zocdoc · zscaler
All seven studies use the same collection and counting method, so their figures can be read side by side.
A percentage is the share of the 421 postings in this sample that name the term at least once. It is not the share of all employers that ask for it, a cutoff an applicant tracking system applies, or a measure of your chances of an interview.
The 95% interval shows sampling error only. It does not correct for which companies publish on the job boards it draws from or for the one-day snapshot. A larger sample for one role says nothing about which role is more in demand or more important.
The table as it stands: 421 postings from 62 companies, 44 terms, method v1.0.
No figure on this page has been corrected. Every withdrawn row and corrected figure across the studies is listed in the corrections log. The analysis script that built this table and the collector it reads from are published as plain text.
Quote any figure on this page. If you do, link back to it so readers can see the sample and its limits rather than the number alone.
General citation
ZoeVera, “What 421 Product Manager Job Postings Actually Ask For” (method v1.0, data collected 2026-09-09). https://www.zoevera.com/resume/product-manager-job-description-keywords
APA style
ZoeVera. (2026-09-10). What 421 Product Manager Job Postings Actually Ask For. https://www.zoevera.com/resume/product-manager-job-description-keywords
MLA style
ZoeVera. “What 421 Product Manager Job Postings Actually Ask For.” ZoeVera, 2026-09-10, www.zoevera.com/resume/product-manager-job-description-keywords.
Chicago style
ZoeVera. “What 421 Product Manager Job Postings Actually Ask For.” ZoeVera, 2026-09-10. https://www.zoevera.com/resume/product-manager-job-description-keywords.
Before you apply
One posting will weight these terms differently from all 421. Paste yours against it and see which of its words your resume never uses.
Check My ResumeOr read the marketing postings, which also lead with go-to-market · the engineering postings PMs work alongside
The rest of the research
The study hub holds the method, every role's figures, the limits of each sample, and the full dataset as a CSV.