QUICK ANSWER ATS resume keywords are the specific words and phrases that Applicant Tracking Systems scan for when filtering resumes against a job description. They include job titles, technical skills, tool names, certifications, and industry terms. The most important ATS keywords are taken directly from the job posting — particularly from the Required Qualifications section. This guide provides 100+ real ATS keywords by role, with copy-paste resume examples for 10 job titles.

📢  Transparency note: This article mentions tools including Jobscan, Resume Worded, and Teal Resume Builder. Some of our links may earn a small affiliate commission if you purchase — at no cost to you. All tool recommendations are based on independent testing and real user feedback.

You’ve been applying for weeks. You’re qualified. You know the work. But the responses aren’t coming.

The most likely reason: your resume is missing the ATS resume keywords that applicant tracking systems are programmed to find. Not because you lack experience — but because you described your experience in your own words instead of the employer’s words.

📊  According to Jobscan’s research, over 98% of Fortune 500 companies use ATS software. Their internal analysis of 20,000+ resumes found that the average job posting contains 16 required keywords — and the average applicant’s resume matches fewer than 50% of them. That gap is what this guide closes.

This is the most complete ATS resume keywords guide available in 2026. It covers what ATS keywords are, how they work, where they go in your resume — and then gives you complete, copy-paste resume examples with ATS-optimised keywords for 10 different job titles.

Every example includes a professional summary, experience bullets, skills section, and education block. Built for job seekers who want to stop reading about keywords and start using them.

What Are ATS Resume Keywords?

ATS resume keywords are the specific words and phrases that applicant tracking software is programmed to look for when screening your application. They include:

• Job titles: ‘Senior Software Engineer’, ‘Registered Nurse’, ‘Project Manager’
• Technical skills and tools: ‘Python’, ‘Salesforce’, ‘Epic EHR’, ‘Google Analytics 4’
• Certifications: ‘PMP’, ‘AWS Certified Solutions Architect’, ‘SHRM-CP’, ‘CPA’
• Industry-specific terms: ‘demand generation’, ‘patient care’, ‘financial reconciliation’
• Soft skills in context: ‘cross-functional team leadership’, ‘stakeholder management’

Here’s the critical distinction most guides miss: there are two types of ATS keywords, and they don’t carry equal weight.

Keyword Type	What It Means	How Much It Matters
Job-Specific Keywords	Exact terms from the specific job description you’re applying to (e.g. ‘Workday HCM’, ‘demand generation’, ‘FMLA administration’)	Highest weight — these are what the recruiter programmed into the filter. Missing these can auto-disqualify your application.
Industry-Standard Keywords	Terms that appear across many job descriptions in your field — the shared vocabulary of your profession	Medium weight — shows you ‘speak the language’ of your industry but doesn’t differentiate as strongly

💡  The priority rule: job-specific keywords always come first. Open the job description you’re applying to. Every term in the Required Qualifications and Responsibilities sections is a keyword target. Industry keywords fill the gaps around them.

How ATS Systems Score Your Keywords in 2026

Understanding the scoring logic makes your keyword strategy much more precise. Modern ATS platforms including Greenhouse, Workday, and iCIMS don’t simply count how many keywords you have. They evaluate three layers.

Layer 1: Presence

Does the keyword appear anywhere in your resume? A missing required keyword can trigger automatic disqualification regardless of your qualifications. This is why matching the exact language of the job posting matters.

Layer 2: Context (Semantic Matching — New in 2026)

Modern ATS platforms now use semantic analysis — they understand meaning, not just exact word matches. A resume that says ‘grew organic search rankings’ may now match a posting that says ‘SEO strategy’. However, exact matches still carry more weight than semantic matches. If the job says ‘HubSpot’, write ‘HubSpot’ — don’t rely on the system inferring it from ‘marketing automation platform’.

Layer 3: Placement and Evidence

The same keyword scores differently depending on where it appears. A skill named in your Core Skills section is extracted easily but carries less context weight. The same skill appearing in an experience bullet alongside a quantified outcome carries more — because it signals evidence of real use, not just listing.

Where Keyword Appears	ATS Scoring Weight	Best Practice
Professional Summary	High — first content block parsed; sets context	Include job title + 2–3 top skills in first 2 lines
Core Skills Section	High — explicitly labelled; easy to extract	List all required keywords; categorise by type
Experience Bullets	Highest — keyword + context + achievement = strongest signal	Embed keywords in quantified bullets with named tools
Education Section	Medium — degree, field, institution, certifications	Spell degree in full; include relevant coursework if early-career

The ATS Keyword Placement Map: Where Every Keyword Type Goes

Keyword Category	Primary Placement	Secondary Placement
Job title	Professional Summary, line 1	Work experience role headings — your most recent title should match or be adjacent to the target role
Named tools/platforms	Core Skills section	Experience bullets — ‘Used HubSpot to manage email campaigns reaching 25K subscribers’
Certifications	Certifications section (full name + abbreviation)	Professional Summary if highly relevant; ‘PHR-certified’ or ‘PMP-certified’
Industry/function terms	Summary + experience bullets	Both forms if applicable: ‘Search Engine Optimisation (SEO)’ once, then SEO freely
Soft skills	Summary (1–2 only)	Prove in bullets: ‘stakeholder management’ shown as ‘presented quarterly results to C-suite stakeholders’
Compliance/legal terms	Experience bullets (with context)	Skills section if compliance is a primary function of the role

ATS Resume Keywords by Job Title — 10 Complete Copy-Paste Examples

Each example below includes all four resume sections: professional summary, experience bullets, skills section, and education. They’re structured for ATS compatibility — single-column, standard headings, no graphics. Copy, adapt with your real details, and use.

📄  1. Software Engineer

PROFESSIONAL SUMMARY Full-stack Software Engineer with 5 years of experience building scalable web applications using React, Node.js, TypeScript, and PostgreSQL. Proficient in Agile/Scrum methodology and CI/CD pipelines using GitHub Actions. Delivered features serving 200K+ daily active users at two B2B SaaS companies. Available for remote and hybrid roles in the US and UK.

EXPERIENCE BULLETS • Built 6 production-ready React and TypeScript features for a B2B SaaS platform serving 200K+ users, reducing page load time by 42% through API refactoring • Designed and implemented RESTful APIs using Node.js and Express, integrating with PostgreSQL databases and achieving 99.8% uptime over 18 months • Led code reviews and pair programming sessions for a distributed team of 9 engineers across US and UK time zones, improving sprint velocity by 20% • Implemented CI/CD pipeline using GitHub Actions and Docker, reducing deployment time from 45 minutes to 8 minutes per release cycle • Contributed to open-source Python library (500+ GitHub stars); resolved 12 issues and merged 8 PRs over 6 months

ATS KEYWORDS (Skills Section) Languages: JavaScript, TypeScript, Python, SQL, HTML, CSS | Frameworks: React, Node.js, Express, Next.js | Databases: PostgreSQL, MongoDB, Redis | DevOps: Docker, GitHub Actions, AWS (EC2, S3, Lambda), CI/CD | Process: Agile, Scrum, Test-Driven Development (TDD), REST API, GraphQL | Tools: Git, Jira, Confluence, VS Code

EDUCATION Bachelor of Science in Computer Science — University of Michigan, Ann Arbor, MI | Graduated May 2019 | GPA: 3.8/4.0 | AWS Certified Solutions Architect — Associate (2025)

TOP ATS KEYWORDS FOR THIS ROLE: React, TypeScript, Node.js, Python, SQL, PostgreSQL, REST API, GraphQL, Agile, Scrum, CI/CD, Docker, GitHub, AWS, TDD, full-stack development, software development lifecycle (SDLC), API design, microservices

📄  2. Registered Nurse (RN)

PROFESSIONAL SUMMARY Registered Nurse (RN) with 6 years of acute care experience in medical-surgical and ICU settings. Proficient in Epic EHR, medication administration, patient assessment, and infection prevention and control protocols. BLS and ACLS certified. Known for maintaining high patient satisfaction scores while managing 8–10 patients per shift. Currently seeking a senior RN or charge nurse role in a US or UK acute care environment.

EXPERIENCE BULLETS • Provided direct patient care for 8–10 post-surgical patients per shift in a 30-bed medical-surgical unit, administering medications, monitoring vital signs, and documenting assessments in Epic EHR • Maintained a 4.8/5.0 patient satisfaction rating over 24 consecutive months by delivering patient-centred care and conducting structured patient education on discharge instructions • Managed central line care, Foley catheter insertion, wound dressing changes, and nasogastric tube management, following CDC infection control and hospital safety protocols • Participated in interdisciplinary team rounds with physicians, pharmacists, and physical therapists; contributed to care plan development and escalated deteriorating patients using SBAR communication • Preceptored 4 new graduate nurses in clinical practice, documentation standards, and hospital safety protocols across a 12-week orientation period

ATS KEYWORDS (Skills Section) Clinical Skills: patient assessment, medication administration, wound care, IV cannulation, Foley catheter, vital signs monitoring, pain assessment, nasogastric tube, ECG monitoring | EHR: Epic, Cerner, SystmOne (UK) | Patient Safety: infection prevention and control, PPE compliance, SBAR, NEWS2, fall prevention, pressure ulcer prevention | Certifications: Basic Life Support (BLS), Advanced Cardiovascular Life Support (ACLS), NMC PIN (UK)

EDUCATION Bachelor of Science in Nursing (BSN) — Johns Hopkins University, Baltimore, MD | Graduated May 2018 | NCLEX-RN: passed July 2018 | BLS & ACLS Certified (AHA, expires 2027)

TOP ATS KEYWORDS FOR THIS ROLE: RN, Registered Nurse, patient care, medication administration, Epic EHR, Cerner, BLS, ACLS, NCLEX, medical-surgical, ICU, infection control, SBAR, patient assessment, vital signs, wound care, acute care, charge nurse, patient satisfaction

📄  3. Digital Marketing Manager

PROFESSIONAL SUMMARY Digital Marketing Manager with 6 years of experience leading demand generation and content marketing strategies for B2B SaaS companies in the US and EMEA markets. Expert in Google Analytics 4, HubSpot, Salesforce, and paid search. Delivered 60%+ organic traffic growth and reduced cost-per-lead by 28% across multiple product lines. Comfortable leading distributed teams of 5–8 across multiple time zones.

EXPERIENCE BULLETS • Directed demand generation strategy across Google Ads, LinkedIn Ads, and Meta, growing marketing-qualified leads (MQL) by 43% YoY on a $180K monthly budget • Built and managed content marketing programme — 40+ SEO-optimised articles via HubSpot CMS — driving 12,000+ monthly organic visits within 90 days • Developed account-based marketing (ABM) campaigns targeting enterprise accounts, contributing to $2.1M in influenced pipeline revenue over 12 months • Created weekly performance dashboards in Looker Studio and Google Analytics 4, presenting conversion rate optimisation (CRO) insights to VP Marketing and C-suite • Led marketing automation workflow in Marketo, managing email nurture sequences for 25K+ subscriber database with 42% average open rate

ATS KEYWORDS (Skills Section) Marketing: SEO, SEM, demand generation, content marketing, account-based marketing (ABM), email marketing, conversion rate optimisation (CRO), paid social, brand strategy | Platforms: Google Analytics 4, HubSpot, Salesforce, Marketo, Hootsuite, Looker Studio, Meta Ads, LinkedIn Campaign Manager | Analytics: A/B testing, attribution modelling, funnel analysis

EDUCATION Bachelor of Science in Marketing — University of Texas at Austin | Graduated May 2018 | HubSpot Content Marketing Certification (2025) | Google Analytics 4 Certification (2025) | Meta Blueprint Certified (2024)

TOP ATS KEYWORDS FOR THIS ROLE: SEO, SEM, demand generation, content marketing, Google Analytics 4, HubSpot, Salesforce, Marketo, ABM, CRO, paid social, LinkedIn Ads, conversion rate optimisation, marketing automation, email marketing, campaign management

📄  4. Project Manager (PMP)

PROFESSIONAL SUMMARY Project Management Professional (PMP) with 8 years of experience delivering complex cross-functional projects in technology and financial services sectors. Expert in Agile and Waterfall methodologies, stakeholder management, and risk management. Consistently delivered projects on time and under budget — most recently a $1.2M SaaS integration project delivered 3 weeks ahead of schedule and 11% under budget.

EXPERIENCE BULLETS • Led a cross-functional team of 14 — spanning engineering, UX, compliance, and marketing — to deliver a $1.2M SaaS integration project on time and 11% under budget using Agile/Scrum sprints in Jira • Managed project risk register and change control process for an enterprise ERP implementation affecting 800 users, resolving 23 scope change requests with zero schedule slippage • Built and maintained project dashboards in Microsoft Project and Smartsheet, providing weekly status reports to C-suite and board-level stakeholders on a $3.8M programme portfolio • Facilitated daily standups, sprint planning, retrospectives, and stakeholder review meetings for distributed teams across US and European time zones • Implemented PMO governance framework across 3 simultaneous projects, standardising project documentation and reducing administrative overhead by 35%

ATS KEYWORDS (Skills Section) Methodologies: Agile, Scrum, Waterfall, PRINCE2, hybrid delivery | Tools: Jira, Asana, Microsoft Project, Smartsheet, Confluence, Slack, Zoom | Skills: stakeholder management, risk management, change management, budget management, scope management, resource planning, RAID log | Certifications: PMP, Agile Certified Practitioner (PMI-ACP)

EDUCATION Bachelor of Business Administration — Georgetown University, Washington DC | Graduated May 2015 | Project Management Professional (PMP) — PMI (2019, renewed 2025) | PMI Agile Certified Practitioner (PMI-ACP) — 2023

TOP ATS KEYWORDS FOR THIS ROLE: Project Management Professional (PMP), Agile, Scrum, Waterfall, Jira, stakeholder management, risk management, change management, budget management, Smartsheet, Microsoft Project, cross-functional team leadership, sprint planning, PMO, PRINCE2

📄  5. Data Analyst

PROFESSIONAL SUMMARY Data Analyst with 4 years of experience transforming complex datasets into actionable business insights for e-commerce and fintech companies. Proficient in Python, SQL, Tableau, and Power BI. Built automated reporting pipelines that saved 12 hours of manual reporting per week. Comfortable translating technical findings into clear recommendations for non-technical stakeholders.

EXPERIENCE BULLETS • Built automated ETL pipeline using Python and SQL, reducing manual data processing from 12 hours/week to 45 minutes and improving data accuracy by 99.6% • Developed 15+ Tableau and Power BI dashboards tracking revenue, churn, and customer lifetime value (CLV) for senior leadership and product teams • Conducted A/B test analysis for 8 product features using Python (pandas, scipy), generating statistical recommendations that improved user conversion by 18% • Analysed customer segmentation data using K-means clustering in Python, identifying 3 underserved customer cohorts that became the basis for a $400K growth campaign • Collaborated with engineering and product teams to define data requirements and ensure data quality across 4 relational databases using PostgreSQL

ATS KEYWORDS (Skills Section) Programming: Python (pandas, NumPy, scikit-learn, matplotlib), SQL (PostgreSQL, MySQL) | Visualisation: Tableau, Power BI, Looker Studio, Excel (advanced), Google Sheets | Analytics: A/B testing, statistical analysis, regression analysis, cohort analysis, customer segmentation, ETL | Cloud: AWS (S3, Redshift), Google BigQuery | Tools: Jupyter Notebook, dbt, Git

EDUCATION Bachelor of Science in Statistics — University of California, Berkeley | Graduated May 2020 | Google Data Analytics Professional Certificate (Coursera, 2024) | Tableau Desktop Specialist (2025)

TOP ATS KEYWORDS FOR THIS ROLE: SQL, Python, Tableau, Power BI, data analysis, A/B testing, ETL, PostgreSQL, data visualisation, statistical analysis, machine learning, Google BigQuery, customer segmentation, cohort analysis, business intelligence (BI)

📄  6. Customer Service Representative

PROFESSIONAL SUMMARY Customer Service Representative with 4 years of experience in high-volume B2B and B2C environments. Proficient in Zendesk, Salesforce Service Cloud, and live chat support. Maintained a 96% customer satisfaction (CSAT) rating across 60–80 daily interactions. Experienced in complaint resolution, SLA management, and CRM documentation. Committed to first-contact resolution and de-escalation.

EXPERIENCE BULLETS • Managed 60–80 daily customer interactions via phone, email, and live chat using Zendesk, achieving a consistent 96% CSAT rating across 24 consecutive months • Resolved complex billing disputes and product issues as a Tier 2 escalation agent, achieving 88% first-contact resolution rate and reducing average handle time (AHT) by 22% • Documented 40+ knowledge base articles in Confluence and Zendesk Guide, reducing incoming Tier 1 ticket volume by 18% within 90 days • Processed customer data updates, refund requests, and account amendments in Salesforce Service Cloud, maintaining 100% data entry accuracy across 18 months • Trained and mentored 3 new customer service agents on Zendesk workflow, quality standards, and escalation procedures during a 6-week onboarding programme

ATS KEYWORDS (Skills Section) CRM Tools: Zendesk, Salesforce Service Cloud, Intercom, Freshdesk | Communication: phone support, live chat support, email support, ticketing system | Skills: customer satisfaction (CSAT), net promoter score (NPS), SLA management, first-contact resolution, de-escalation, complaint handling, account management | Tools: Confluence, Slack, Microsoft Teams

EDUCATION Associate of Science in Business Administration — City College of New York | Graduated May 2020 | Salesforce Certified Service Cloud Consultant (2024) | Zendesk Support Agent Fundamentals (2023)

TOP ATS KEYWORDS FOR THIS ROLE: Zendesk, Salesforce, customer satisfaction (CSAT), NPS, SLA, first-contact resolution, live chat, CRM, de-escalation, complaint resolution, Tier 2 support, customer service, ticketing system, AHT

📄  7. High School English Teacher

PROFESSIONAL SUMMARY High School English Teacher with 7 years of experience delivering differentiated instruction for diverse student populations in Title I and magnet school environments. Proficient in Google Classroom, Canvas LMS, and data-driven instructional strategies. Consistently achieved above-district reading proficiency growth, with 78% of students meeting or exceeding grade-level benchmarks in 2024. Experienced in IEP collaboration, parent communication, and curriculum development.

EXPERIENCE BULLETS • Delivered differentiated ELA instruction for 28 Grade 10–12 students daily, designing standards-aligned lesson plans across fiction, non-fiction, and composition units in alignment with Common Core State Standards (CCSS) • Achieved 78% student mastery on end-of-year state ELA assessment — 14 percentage points above district average — through targeted small-group instruction and formative assessment strategies • Integrated Google Classroom and Nearpod digital tools into daily instruction, increasing student engagement scores on school surveys from 64% to 89% over one academic year • Collaborated with Special Education team to implement and monitor 12 IEP accommodations, maintaining documentation and ensuring compliance with IDEA regulations • Developed and delivered 3-day professional development workshop on differentiated instruction for 22 departmental colleagues, receiving 4.8/5.0 peer feedback rating

ATS KEYWORDS (Skills Section) Instruction: differentiated instruction, direct instruction, project-based learning (PBL), inquiry-based learning, small-group instruction, formative assessment, summative assessment | Standards: Common Core State Standards (CCSS), Depth of Knowledge (DOK) | Technology: Google Classroom, Canvas LMS, Nearpod, Kahoot, Schoology | Special Education: IEP, 504 plan, IDEA compliance, Universal Design for Learning (UDL)

EDUCATION Bachelor of Arts in English — New York University | Graduated May 2016 | Master of Arts in Teaching (MAT) — Fordham University | Graduated May 2017 | NYS Initial Teaching Certificate — English 7–12 (2017) | Google Certified Educator Level 2 (2024)

TOP ATS KEYWORDS FOR THIS ROLE: differentiated instruction, IEP, Common Core (CCSS), Google Classroom, Canvas LMS, formative assessment, project-based learning, UDL, IDEA, ELA, curriculum development, data-driven instruction, student engagement, literacy instruction

📄  8. Sales Development Representative (SDR)

PROFESSIONAL SUMMARY Sales Development Representative (SDR) with 3 years of outbound B2B SaaS sales experience. Proficient in Salesforce CRM, Outreach, and LinkedIn Sales Navigator. Consistently exceeded quota by 115–130% — ranked #1 SDR in a team of 18 for Q3 2025. Strong track record in prospecting, cold outreach, and pipeline development across enterprise and mid-market accounts.

EXPERIENCE BULLETS • Generated 120+ qualified sales opportunities per quarter through cold email, LinkedIn outreach, and cold calling using Outreach and LinkedIn Sales Navigator, exceeding quota by 128% in FY2025 • Booked 45+ qualified discovery calls per month for Account Executives targeting enterprise accounts in SaaS, fintech, and professional services verticals • Maintained Salesforce CRM hygiene for 400+ active prospects, logging all activities, updating pipeline stages, and managing follow-up sequences through Outreach • Ranked #1 SDR out of 18 team members in Q3 2025 based on opportunity creation rate and opportunity-to-close conversion • Collaborated with marketing team on ABM campaigns targeting 50 named accounts, increasing response rate from cold outreach by 31% vs standard sequences

ATS KEYWORDS (Skills Section) CRM: Salesforce, HubSpot CRM | Outreach Tools: Outreach, Salesloft, LinkedIn Sales Navigator, ZoomInfo, Apollo.io | Sales Process: outbound prospecting, cold calling, cold email, pipeline development, account-based marketing (ABM), discovery calls, quota attainment | Skills: objection handling, pipeline management, opportunity qualification, MEDDIC, SPIN selling

EDUCATION Bachelor of Science in Business — University of Florida, Gainesville | Graduated May 2021 | Salesforce Certified Sales Cloud Consultant (2024) | HubSpot Sales Software Certification (2025)

TOP ATS KEYWORDS FOR THIS ROLE: Salesforce CRM, Outreach, LinkedIn Sales Navigator, SDR, outbound prospecting, cold calling, pipeline management, quota attainment, ABM, discovery calls, HubSpot, ZoomInfo, SaaS sales, B2B sales

📄  9. Staff Accountant / Senior Accountant

PROFESSIONAL SUMMARY Certified Public Accountant (CPA) with 5 years of public accounting and industry experience in financial reporting, tax preparation, and accounts payable/receivable management. Proficient in QuickBooks, SAP, and Microsoft Excel (advanced). Managed month-end close process for a $50M revenue organisation, reducing close cycle from 12 to 7 days through process automation.

EXPERIENCE BULLETS • Led month-end close process for a $50M revenue organisation — managing journal entries, account reconciliations, and financial statement preparation — reducing close cycle from 12 to 7 days • Prepared federal and state tax returns (1120S, 1065, Schedule K-1) for 35+ business clients, identifying $280K in eligible deductions during FY2024 through thorough GAAP compliance review • Managed accounts payable (AP) and accounts receivable (AR) for 200+ vendor and client accounts, maintaining DSO of 28 days and reducing AP aging over 90 days by 40% • Conducted internal audit of expense reporting processes, identifying $45K in policy violations and implementing corrective controls approved by CFO • Built advanced Excel financial models for budget forecasting and variance analysis, reducing manual reporting time by 6 hours per month for the finance team

ATS KEYWORDS (Skills Section) Accounting: GAAP, financial reporting, month-end close, journal entries, account reconciliation, accounts payable (AP), accounts receivable (AR), budget forecasting, variance analysis, internal audit, financial statements | Tax: federal tax preparation, state tax returns, 1120S, 1065, Schedule K-1 | Software: QuickBooks, SAP, Oracle, Sage, Microsoft Excel (advanced, pivot tables, VLOOKUP, macros) | Certifications: CPA

EDUCATION Bachelor of Science in Accounting — Fordham University, New York, NY | Graduated May 2018 | Certified Public Accountant (CPA) — New York State (Licensed 2020) | QuickBooks ProAdvisor Certification (2024)

TOP ATS KEYWORDS FOR THIS ROLE: CPA, GAAP, financial reporting, month-end close, QuickBooks, SAP, account reconciliation, accounts payable, accounts receivable, tax preparation, Excel, budget forecasting, variance analysis, internal audit, financial statements, journal entries

📄  10. Fresh Graduate (No Experience)

PROFESSIONAL SUMMARY Recent BSc Business Analytics graduate (University of Michigan, May 2026) with 320 hours of academic project experience in data analysis, digital marketing, and project coordination. Proficient in Python, SQL, Google Analytics 4, and Microsoft Excel. Completed HubSpot and Google Analytics certifications. Eager to contribute analytical and communication skills in an entry-level analyst, coordinator, or marketing associate role.

EXPERIENCE BULLETS • Led 5-person capstone team project analysing customer churn data for a simulated SaaS client using Python (pandas) and Tableau, delivering a 12-slide executive presentation to faculty panel with recommended retention strategy • Managed social media content calendar for University of Michigan Business Society (1,800+ followers), increasing Instagram engagement rate from 2.1% to 6.4% over two semesters using Buffer and Canva • Supported local non-profit’s annual fundraising campaign as volunteer coordinator — organised 45 volunteers, managed event logistics, and contributed to a 23% increase in fundraising revenue vs prior year • Completed 90-hour data analytics simulation (Forage — Accenture Data Analytics Virtual Internship), performing data cleaning, visualisation, and insight presentation on a 7-dataset client brief

ATS KEYWORDS (Skills Section) Technical: Python (pandas, matplotlib), SQL (basic), Microsoft Excel (advanced, pivot tables), Google Analytics 4, Tableau (basic), Power BI (basic) | Digital Marketing: social media management, content scheduling, Buffer, Hootsuite, Canva, SEO fundamentals | Productivity: Google Workspace, Microsoft Office Suite, Asana, Slack | Soft Skills: written communication, project coordination, team collaboration, data storytelling

EDUCATION Bachelor of Science in Business Analytics — University of Michigan, Ann Arbor, MI | Graduated May 2026 | GPA: 3.6/4.0 | Dean’s List 2024, 2025 | Relevant Coursework: Data Analytics, Digital Marketing Strategy, Business Statistics, Operations Management | Google Analytics 4 Certification (2025) | HubSpot Content Marketing Certification (2025)

TOP ATS KEYWORDS FOR THIS ROLE: data analysis, Python, SQL, Google Analytics, Excel, Tableau, digital marketing, social media management, project coordination, HubSpot, entry-level, business analytics, data storytelling, content strategy

How to Customise These ATS Resume Examples for Your Application

These examples are frameworks, not finished resumes. Here’s the exact 5-step process to adapt any of them for a specific job application.

1. Open the job description. Copy the full text into a document beside your resume.
2. Identify every Required keyword: skills, tools, certifications, and phrases in the Required or Must Have sections. These are non-negotiable — add every one you genuinely have.
3. Update the Professional Summary. Replace the example job title with the exact title from the posting. Swap in the 2–3 tools most emphasised in the job description.
4. Reorder the Core Skills section. Place the skills that match the job description’s Required list at the top. ATS systems scan skills sections linearly — front-load the most important matches.
5. Review experience bullets. For each bullet, check if a missing required keyword can be added naturally. Never fabricate experience — but ‘managed database’ can often become ‘managed PostgreSQL database’ if that’s genuinely what you used.

✅  The 10-minute tailoring rule: it takes 10–15 minutes per application to update your summary, reorder skills, and scan for missing keywords. This single step is the highest-ROI activity in any job search. Candidates who tailor every application receive 50% more interview callbacks than those who send identical resumes, according to Jobscan’s data.

ATS Keywords Strategy by Job Role

Different roles require different keyword strategies — not just different keywords, but different keyword emphases and placement priorities.

Role	Highest-Weight Keywords	Common Missing Keywords	UK-Specific Variations
Software Engineer	Programming languages (exact), frameworks, cloud platform, Agile, CI/CD	Test-driven development (TDD), version control, code review	‘Graduate Software Engineer’, ‘DevOps’, ‘containerisation’
Nurse	EHR platform (Epic/Cerner/SystmOne), certifications (BLS/ACLS), patient population	Infection prevention and control, NEWS2 (UK), SBAR, patient acuity	NMC PIN, ‘Band 5’, SystmOne, NEWS2, ACAS, OSCE
Marketing	Named platforms (HubSpot, Marketo, GA4), demand generation, ABM	Conversion rate optimisation (CRO), attribution modelling, pipeline	‘Digital Marketing Executive’, ‘EMEA’, British English spellings
Project Manager	PMP or PRINCE2 certification, methodology (Agile/Waterfall), named tools	RAID log, change management, governance framework, stakeholder comms	PRINCE2, ‘programme manager’, MSP certification
Accountant	CPA or ACA qualification, named software (QuickBooks/SAP), GAAP/IFRS	Month-end close, variance analysis, internal controls, audit	ACA/ACCA/CIMA, IFRS, ‘management accounts’, HMRC (UK)
Teacher	Curriculum standards (CCSS/National Curriculum), LMS platform, IEP/504	Differentiated instruction, formative assessment, Universal Design for Learning	QTS, National Curriculum, Ofsted, SEN, SEND, SATS
Fresh Graduate	Degree title in full, relevant coursework, internship/project experience, certifications	Academic project metrics, society leadership, volunteer quantification	Degree classification (2:1/1st), placement year, UCAS, NUS

Before vs After: ATS Keyword Rewrites

Here are 5 exact before-and-after bullet rewrites — one for each high-search role — showing the precise change that improves ATS keyword scoring.

Software Engineer — Adding Tool Names in Context

❌  Worked on the development team to fix bugs and add new features to the product

✅  Debugged and resolved 45+ production issues in a React and TypeScript codebase, reducing bug backlog by 60% over Q3 2025 using GitHub Issues and Jira sprint management

Nurse — Adding EHR Platform and Clinical Keywords

❌  Took care of patients and recorded information about their condition

✅  Provided direct patient care for 10 post-surgical patients per shift, documenting vital signs, medication administration, and nursing assessments in Epic EHR in compliance with HIPAA and hospital documentation protocols

Marketing — Adding Platform Name and Metric

❌  Managed email campaigns and grew the mailing list

✅  Built and managed 6 automated email nurture sequences in HubSpot for 25K+ subscribers, achieving 42% average open rate — 1.8x the B2B industry benchmark

Accountant — Adding Compliance Term and Software

❌  Helped with financial reports and managed accounts

✅  Prepared monthly financial statements and management accounts in compliance with GAAP, managing AP/AR for 180+ accounts using QuickBooks and reducing overdue receivables by 35% in 6 months

500+ Resume Keywords for ATS

Teacher — Adding Curriculum Standard and Data

❌  Taught English to high school students and helped them improve

✅  Delivered differentiated ELA instruction aligned to Common Core State Standards (CCSS) for 28 Grade 10 students, achieving 14-percentage-point improvement in state assessment proficiency — above district average.

ATS Resume Score

Common ATS Resume Mistakes — and Exact Fixes

Mistake 1: Abbreviation Without the Full Form

❌  Proficient in GA4, HubSpot, CRM, PMP, FMLA, GAAP, and EHR

✅  Proficient in Google Analytics 4 (GA4), HubSpot, Salesforce CRM. PMP certified. Experience with FMLA administration, GAAP compliance, and Epic EHR documentation

Why: ATS filters may search for either the full form or the abbreviation. Write both once; then use the abbreviation freely.

25 ATS Resume Examples

Mistake 2: Two-Column or Canva Resume Format

❌  Beautiful two-column Canva template with icons, skill bars, and a photo

✅  Single-column Word (.docx) or Google Docs document, no graphics, standard headings, Calibri or Arial 11pt

Why: two-column parsers read columns out of order, merging your job title with a skill keyword. ATS sees scrambled text and scores you near zero regardless of content.

15 ATS Resume Mistakes

Mistake 3: Keyword Stuffing

❌  Experienced marketing marketing professional with marketing strategy marketing campaigns marketing automation

✅  Digital Marketing Manager with expertise in marketing automation (HubSpot, Marketo), demand generation strategy, and conversion rate optimisation

Why: modern ATS platforms including Greenhouse and Workday flag unnatural keyword repetition. Recruiters also notice it immediately. Contextual use scores higher than repetition.

How Does ATS Work

Mistake 4: Generic Action Verbs Without Context

❌  Responsible for leading projects and managing team members and ensuring deadlines were met

✅  Led 3 concurrent Agile sprints for a team of 9 engineers, delivering all features on schedule and 8% under budget using Jira and Smartsheet

Why: ‘responsible for’ and ‘managed’ without specifics score poorly. Start with a strong action verb, add the tool used, and include a metric.

ATS Resume for Tech Jobs

Mistake 5: Contact Information in a Word Header

❌  Name, phone, and email placed in the Word document header or footer element

✅  Name, email, phone, city, and LinkedIn URL in the first 3 lines of the main document body

Why: most ATS parsers skip Word header and footer content. If your contact information is in the header, the system may have no idea who submitted the application.

How to Optimize a Resume for Greenhouse ATS

Recommended Tools to Validate Your ATS Keywords

After building your resume with these examples, run it through one of these tools to identify any keyword gaps before submitting.

Tool	Best For	Free Option	What It Checks
Jobscan	Keyword gap analysis vs job description	5 scans/month — genuinely useful	Scores your resume against a specific job description. Most precise simulation of named ATS platforms. Shows exactly which required keywords are missing.
Resume Worded	Bullet quality + action verb strength	Limited free tier	Line-by-line bullet scoring. Flags weak action verbs, missing metrics, and low keyword density. Best for improving writing quality.
Teal	Managing multiple tailored applications	Generous free plan with tracker	ATS scoring + job application tracker. Best for candidates applying to 10+ roles who need version control and tailoring workflow in one place.
Plain Text Test	Format validation	Free — takes 30 seconds	Paste resume into Notepad. If it reads correctly from top to bottom, your format is ATS-safe. Catches 80% of two-column and Canva template issues instantly.

⚠️  Honest note: no tool gives you an ‘actual ATS score’. Every tool simulates ATS behaviour based on their own model. Jobscan is the most closely reverse-engineered against named platforms. Use it as a diagnostic, not as a guarantee. A 78% Jobscan score doesn’t mean Workday at Company X gives you the same number — but it means you’ve done the keyword homework.

Frequently Asked Questions

Q: How many ATS keywords should I include on my resume?

Aim for 15–25 targeted keywords from the specific job description, placed naturally across your summary, skills section, and experience bullets. Include both full and abbreviated forms for certifications and acronyms. Quality and context matter more than volume — a keyword used naturally in a bullet with a metric scores higher than the same keyword in a flat list.

Q: Should I copy keywords exactly from the job description?

Yes — exact matching is still the most reliable ATS strategy in 2026. While modern ATS platforms use semantic matching for broader concept recognition, exact keyword matches carry more weight than semantic approximations. If the job description says ‘demand generation’, write ‘demand generation’. Don’t write ‘lead generation’ and assume the ATS infers the match.

Q: What’s the difference between hard skills and soft skills in ATS keyword strategy?

Hard skills (tools, certifications, technical competencies) are primary ATS filters — they’re either present or absent. Soft skills (communication, leadership, collaboration) score lower in ATS but still matter for human review. Prove soft skills through experience bullets rather than listing them. ‘Stakeholder management’ as a bullet — ‘Presented monthly performance reports to 12 C-suite stakeholders’ — scores more than ‘stakeholder management’ in a skills list.

Q: Do UK resume keywords differ from US resume keywords?

Yes, significantly. UK job postings use different terminology: ‘CV’ not ‘resume’, ‘CIPD’ not ‘SHRM’, ‘NMC PIN’ not ‘NCLEX’, ‘PRINCE2’ not ‘PMP’, ‘Band 5’ for nursing grades, ‘ACAS’ not ‘NLRB’, ‘management accounts’ not ‘financial statements’. UK ATS platforms including Eploy, Jobtrain, and Trac.jobs parse the same structural formats but filter for UK-specific terminology. Mirror the exact language of the market you’re targeting.

Q: Is keyword stuffing ever acceptable on an ATS resume?

No. Modern ATS platforms including Greenhouse, Lever, and newer Workday versions use contextual analysis — they check that keywords appear in meaningful sentences, not just as repetitions. Keyword stuffing also fails human review instantly. The correct approach: include each important keyword once in your skills section and once more in an experience bullet with a quantified outcome. That covers both ATS extraction and evidence scoring.

Your Next Steps: Putting These ATS Resume Keywords to Work

You now have everything you need to stop submitting resumes that disappear and start submitting ones that get read.

The ATS resume keywords that get you interviews aren’t secret. They’re sitting in the job description you’re applying to — in the Required Qualifications, the Responsibilities section, and the names of every tool the employer mentions. Your job is to mirror that language accurately and naturally.

✔  Pick the example for your role from Section 4. Use it as your structural starting point.

✔  Open the job description you’re applying for. Identify every Required keyword.

✔  Update the Professional Summary with the exact job title and top 2–3 tools from the posting.

✔  Reorder your Core Skills section to lead with what the job description emphasises most.

✔  Scan each experience bullet — add missing required keywords where they fit naturally.

✔  Run the plain-text test to confirm your format is ATS-safe.

✔  Run Jobscan against the specific job description — target 75%+ match.

✔  Save as FirstName-LastName-RoleTitle-Company-2026.docx and submit.

ATS Resume for Students With No Work Experience

✅  The candidates who get interviews aren’t always the most qualified. They’re the ones who described their qualifications in the exact language the ATS — and the recruiter who configured it — was looking for. These ATS resume keywords by role give you that language. The rest is your genuine experience.

Your experience is real. Now make sure your resume reflects it in a language every ATS can score.

Sources Referenced Jobscan ATS Research (20,000 resume analysis)  •  SHRM Talent Acquisition Report 2026  •  U.S. Bureau of Labor Statistics Occupational Outlook  •  LinkedIn Talent Solutions Hiring Trends  •  Harvard Business Review hiring systems research  •  Greenhouse and Workday