Keywords by category
Core Growth Skills
- A/B testing
- conversion rate optimization (CRO)
- funnel analysis
- customer acquisition cost (CAC)
- lifetime value (LTV)
- retention marketing
- go-to-market strategy
- product-led growth (PLG)
- demand generation
- growth experimentation
- cohort analysis
- churn reduction
Paid & Performance Marketing
- paid acquisition
- performance marketing
- Google Ads
- Meta Ads
- LinkedIn Ads
- return on ad spend (ROAS)
- cost per acquisition (CPA)
- programmatic advertising
- retargeting
- media buying
- search engine marketing (SEM)
- pay-per-click (PPC)
Analytics & Data
- GA4 (Google Analytics 4)
- SQL
- data-driven decision making
- marketing attribution
- multivariate testing
- KPI tracking
- dashboard reporting
- revenue operations (RevOps)
- user segmentation
- event tracking
SEO & Content
- SEO
- keyword research
- content marketing
- organic growth
- link building
- on-page optimization
- content-led growth
- email marketing
- marketing automation
Action Verbs
- scaled
- drove
- optimized
- launched
- grew
- reduced
- increased
- tested
- analyzed
- executed
- built
- led
Top tools & technologies
- HubSpot
- Google Analytics 4 (GA4)
- Mixpanel
- Amplitude
- Salesforce
- Optimizely
- Customer.io
- Braze
- Looker
- Semrush
Relevant certifications
- Google Analytics 4 Certification (Google Skillshop)
- HubSpot Inbound Marketing Certification
- Meta Blueprint Certified Digital Marketing Associate
- Google Ads Search Certification
- CXL Growth Marketing Minidegree
Growth marketers sit at an intersection that most ATS systems find genuinely hard to screen: part data analyst, part paid media buyer, part copywriter, part product thinker. The result is that hiring teams write job descriptions with a dense, inconsistent vocabulary — one company says “LTV optimization,” another says “lifecycle revenue analysis” — and their ATS keyword-matching logic is equally inconsistent. Your resume needs to cover the canonical terminology without turning into a jargon dump.
The median annual wage for marketing managers was $161,030 in May 2024 per the U.S. Bureau of Labor Statistics, and the field is projected to grow 6 percent from 2024 to 2034 — faster than the average for all occupations. Competition for the best roles is real. An ATS filter that eliminates you before a human reads your resume is a silent, invisible problem, and keyword coverage is the single cheapest fix.
How ATS Keyword Matching Works for Growth Roles
Applicant tracking systems (Greenhouse, Lever, Workday, iCIMS) parse your resume into a structured record and then run that record against a requirement set built from the job description. The matching logic varies — some systems do exact-string matching, some use semantic similarity, some weight frequency — but the baseline is still token recognition.
For growth marketers specifically, a few patterns show up consistently across real job postings:
Acronyms and spelled-out forms are often treated as separate tokens. “CAC” and “customer acquisition cost” may not be deduplicated. When a JD uses an acronym, use that acronym. When it spells something out, spell it out. If you have space, use both: “customer acquisition cost (CAC).”
Tools are high-weight signals. Most ATS systems apply additional weight to named software because it is unambiguous. “HubSpot,” “GA4,” and “Amplitude” read as verified skill markers in a way that “data analysis” does not.
Recency matters for skills sections. An ATS that scores based on proximity to the top of your resume will weight skills that appear early (summary, skills block) more heavily than identical terms buried in bullet points from 2019.
Frequency has diminishing returns. Mentioning “A/B testing” four times doesn’t score four times better than mentioning it once — but it also doesn’t hurt you the way it would with a human reader. The practical rule: use each important keyword in at least two places (skills section + at least one bullet), then stop.
Placing Keywords Without Stuffing
The goal is natural density: keywords appear in context that also conveys impact. Compare these two bullet constructions:
Keyword dumped, no context:
Managed A/B testing, CRO, CAC, LTV, SEO, SEM, GA4, HubSpot, Mixpanel, Amplitude, Braze.
Keyword embedded in evidence:
Ran a 12-experiment A/B testing roadmap across landing pages and onboarding flows, cutting CAC by 18% while maintaining LTV-to-CAC ratio above 3:1; tracked full-funnel attribution in GA4 and Mixpanel.
The second version hits seven ATS keywords (A/B testing, CAC, LTV, landing pages, onboarding, full-funnel attribution, GA4, Mixpanel) while giving a recruiter something to believe. Every keyword slot is also a claim. That is the target.
Structurally, your resume should distribute keywords across three locations:
- Professional summary (3–4 lines) — your highest-impact terms: growth experimentation, CAC/LTV, and the 1–2 channels you own best.
- Skills / tech stack block — a scannable list of tools and methodologies, no sentences required.
- Bullet points under each role — keywords embedded in quantified achievements.
Categorized Keyword Reference
These categories are drawn from real Growth Marketer and Growth Marketing Manager job descriptions across Lever, Greenhouse, and LinkedIn postings. Use them as a checklist when you tailor a resume to a specific JD.
Core Growth Skills
These are the terms that define the discipline itself. ATS filters for growth roles almost universally include at least five of these:
- A/B testing / multivariate testing — the experimental design foundation of every growth role
- Conversion rate optimization (CRO) — used interchangeably with “conversion optimization”; include the abbreviation
- Funnel analysis — some JDs say “funnel optimization” or “funnel management”; map to whatever the JD uses
- Customer acquisition cost (CAC) — nearly universal in mid-market and startup roles
- Lifetime value (LTV) — often paired with CAC as a ratio metric (“LTV:CAC”)
- Retention marketing — distinct from acquisition; signals you understand the full user lifecycle
- Go-to-market strategy (GTM) — appears in manager-level JDs; signals strategic ownership
- Product-led growth (PLG) — high signal for SaaS companies; use only if you have actual PLG experience
- Demand generation — more common in B2B; overlaps with performance marketing vocabulary
- Cohort analysis — shows analytical depth beyond surface-level metrics
- Churn reduction — explicit retention outcome; appears often in subscription and SaaS roles
Paid & Performance Marketing
Many growth roles own a paid acquisition budget. These terms show up in skills requirements and in the “nice to have” sections that still feed ATS scoring:
- Paid acquisition / performance marketing — both forms appear in JDs; use both somewhere
- Google Ads and Meta Ads — name-match against the platform, not generic terms like “social ads”
- LinkedIn Ads — increasingly required for B2B growth roles
- Return on ad spend (ROAS) — the primary paid efficiency metric
- Cost per acquisition (CPA) — appears alongside ROAS, often as a secondary constraint
- Search engine marketing (SEM) / pay-per-click (PPC) — two terms for overlapping concepts; both appear in JDs
- Retargeting / remarketing — check which term the JD uses and mirror it
- Programmatic advertising — more common in enterprise and e-commerce roles
Analytics & Data
The most common single differentiator between screened-in and screened-out growth resumes is analytics vocabulary. Recruiters and ATS systems both flag these:
- GA4 (Google Analytics 4) — the specific product name matters; “Google Analytics” without “4” may not match JD text written after the GA Universal sunset
- SQL — explicitly listed in a growing share of growth role JDs, especially at companies with data warehouses (Snowflake, BigQuery, Redshift)
- Marketing attribution — multi-touch, last-click, and data-driven attribution are sub-terms that add detail
- KPI tracking / dashboard reporting — table-stakes terms; include to avoid false negatives
- Revenue operations (RevOps) — appears in roles where growth and sales operations overlap
- User segmentation — shows behavioral analytics depth
SEO & Content Growth
Organic and content-led growth channels have their own vocabulary subset:
- SEO — essential; add channel-specific sub-terms if the JD mentions them (technical SEO, local SEO)
- Keyword research — distinct from paid keyword targeting in the SEO context
- Content marketing / content-led growth — both forms appear; “content-led growth” is the more current framing
- Organic growth — use when describing channel strategy without paid budget
- Email marketing / marketing automation — email is almost always in a growth role’s channel mix
- On-page optimization — specific enough to signal hands-on SEO experience
Action Verbs
ATS systems treat action verbs as weak signals (they appear in nearly every resume), but human reviewers weight them heavily for readability. These verbs match growth-specific JD language and reinforce an impact-oriented tone:
- Scaled — specific to growth roles; implies doing more with the same or less
- Drove — revenue, signups, engagement; appears in JD language itself
- Optimized — safe, universal, expected
- Launched — campaigns, products, programs
- Grew — channel, user base, revenue; concrete when paired with a percentage
- Reduced — CAC, churn, time-to-conversion
- Tested — experiments, hypotheses, creatives
- Analyzed — data, cohorts, attribution
- Built — funnels, audiences, dashboards, programs
Use these at the start of bullet points paired immediately with a metric: “Scaled paid acquisition from $40K to $310K monthly budget while holding ROAS above 4.2x.”
Role-Specific Resume Advice
The funnel section problem. Growth resumes frequently read as a list of channels (SEO, paid, email, referral) without showing how those channels connected. ATS systems will happily pass a resume that lists every channel and zero outcomes. Human reviewers will reject it. The fix: organize experience bullets around funnel stages (acquisition, activation, retention, referral, revenue) rather than chronological channel lists. Each stage gets one strong metric.
Match seniority vocabulary. Individual contributor growth JDs use “executed,” “managed,” and “ran.” Senior and manager-level JDs use “owned,” “led,” “built the strategy for,” and “defined the roadmap.” ATS systems increasingly parse seniority signals from verb choice. If the role is a senior position, use senior-register verbs even if the underlying work was hands-on.
SQL is more required than people realize. An analysis of current growth manager job postings shows SQL appearing in roughly 40–50% of requirements sections at companies with more than 200 employees. If you have SQL proficiency, it belongs in your skills block with a qualifier (“SQL — intermediate, comfortable with joins and CTEs in BigQuery”) rather than buried in a single bullet.
Show the experiment mindset explicitly. A line like “maintained a prioritized experimentation backlog of 20+ hypotheses; ran 3–5 A/B tests per month” communicates both methodology fluency and organizational discipline. ATS catches “A/B tests” and “experimentation”; the recruiter sees a person who ships work, not just plans it.
Tool specificity beats category labels. “Marketing automation” is weaker than “HubSpot workflows” or “Braze canvas journeys.” Where you have hands-on tool experience, name the tool. General category labels are fall-back coverage for tools you’ve used less deeply — put them in a separate “familiar with” or “exposure to” sub-section rather than conflating them with your primary stack.
Certifications Worth Adding
Certifications appear in “nice to have” sections of growth JDs frequently enough that ATS systems score them. Free options from Google Skillshop (GA4 certification, Google Ads Search certification) and HubSpot’s library (Inbound Marketing, Email Marketing, Marketing Automation) can be completed in a few hours each and create exact-match tokens for the certification names. Meta Blueprint’s Digital Marketing Associate credential ($150, expires annually) is worth it if Meta Ads is central to your channel mix. CXL’s Growth Marketing Minidegree is recognized at growth-focused startups as a signal of self-directed learning. List certifications with the issuing organization and year: “Google Analytics 4 Certification, Google Skillshop, 2025.”
Tailoring to a Specific JD
Print the job description. Highlight every noun phrase that refers to a skill, tool, methodology, or outcome metric. Cross-check against your resume. Any highlighted term not present in your resume — and that you have genuine experience with — is a gap to fill. Any highlighted term you cannot honestly claim is a gap to leave (misrepresentation fails the interview screen even if it passes the ATS filter).
For growth roles specifically, the highest-impact terms to match exactly are: whatever analytics platform the company names (GA4, Amplitude, Mixpanel), the specific paid channels listed (Google Ads, Meta, LinkedIn), and the key efficiency metrics they mention (CAC, LTV, ROAS, CPA). These three categories cover the majority of ATS keyword filters that eliminate candidates before a human review.
OfferFlow’s resume review tool can scan your current resume against a specific job description and surface the exact keyword gaps — the same analysis, automated, on any JD you paste in.