Why a generic resume no longer works in 2026
In 2026, ATS software (Applicant Tracking Systems) screens out a large share of resumes before a human ever reads them. That screening isn't based only on your resume's structure or format. It compares the keywords in your resume with the ones in the job posting, and every job has its own vocabulary.
A resume for a "dynamic, motivated professional" no longer gets through. A resume with the right industry terms does. The difference between the two takes less than 30 minutes of work.
This guide covers 10 of the most in-demand jobs in France. For each job, you'll find:
- The must-have ATS keywords (the ones that show up in most postings)
- 3 sample bullet points that work (with numbers)
- 1 classic mistake to avoid for that job
Contents
2. Web Developer (Full-Stack, Backend, Frontend)
5. Data Analyst / Data Scientist
6. Engineer (mechanical, thermal, electrical)
9. Healthcare (nursing assistant, nurse, medical secretary)
Sales / Business Developer
Must-have ATS keywords
prospecting, closing, sales negotiation, CRM, Salesforce, HubSpot, sales pipeline, forecast, sales cycle, B2B / B2C, revenue, conversion rate, key accounts, quota, product demo.
Action verbs to favor
Lead, develop, generate, negotiate, close, prospect, retain, roll out, support.
3 sample bullet points that work
- "Led sales strategy across 80 key accounts: €2.4M/year in revenue, +32% growth in 18 months"
- "Generated 120 SQLs/month through outbound prospecting (LinkedIn Sales Nav + cold email), 18% close rate"
- "Rolled out Salesforce to a team of 12 reps: 95% adoption in 3 months, pipeline visibility tripled"
Classic mistake to avoid
Writing "Excellent people skills" or "Proactive self-starter" with no numbers. Replace it with: "Managed a portfolio of 45 key accounts, NPS of 72".
Web Developer (Full-Stack, Backend, Frontend)
Must-have ATS keywords
JavaScript, TypeScript, React, Next.js, Node.js, REST API, GraphQL, PostgreSQL, MongoDB, Docker, AWS, CI/CD, Git, Agile, Scrum, microservices, TDD.
Action verbs to favor
Develop, architect, implement, refactor, optimize, deploy, containerize, migrate, monitor.
3 sample bullet points that work
- "Architected a Node.js / PostgreSQL REST API handling 10k req/sec, with 45 ms average latency"
- "Migrated the frontend from Redux to Zustand across 120 components: bundle size -35%, time-to-interactive -1.2 s"
- "Set up CI/CD with GitHub Actions + Vercel deployment: pipeline cut from 12 min to 4 min, zero downtime over 6 months"
Classic mistake to avoid
Listing just "JavaScript, React, Node" with no context. Go for: "5 years on a React/Next.js/Node.js stack in production, 10k users/day environment". ATS software loves context backed by numbers.
Project Manager
Must-have ATS keywords
Project management, project leadership, Agile, Scrum, PMP, Prince2, scheduling, budget, stakeholders, deliverables, KPIs, milestones, steering committee, risk management, Jira, Notion, OKRs.
Action verbs to favor
Lead, coordinate, plan, oversee, scope, facilitate, arbitrate, deliver, report.
3 sample bullet points that work
- "Led an ERP rollout (Odoo) over 18 months: €850K budget, cross-functional team of 14, go-live delivered 12 days after the original schedule"
- "Coordinated 4 tech, product and marketing teams on a platform overhaul: 23 sprints, 94% of KPIs met at launch"
- "Ran the monthly steering committee (8 directors), with decisions logged in a register that cut project reversals by 40%"
Classic mistake to avoid
Saying "Experience in project management" without specifying budget, team size or deliverables. ATS software indexes those concrete numbers as signals of seniority.
Digital Marketing
Must-have ATS keywords
SEO, SEA, Google Ads, Meta Ads, Google Analytics, GA4, HubSpot, content marketing, inbound, lead generation, CRM, A/B testing, CRO, landing page, funnel, ROI, ROAS, CPA, CTR.
Action verbs to favor
Roll out, optimize, orchestrate, scale, launch, measure, segment, manage.
3 sample bullet points that work
- "Rolled out the SEO strategy across 45 pillar pages: organic traffic +340% in 12 months, 180K sessions/month"
- "Optimized B2B Google Ads campaigns: CPA divided by 2.3, ROAS up from 1.8 to 4.2"
- "Launched an inbound marketing program in HubSpot: 1,200 SQLs generated per year, cost per lead -58%"
Classic mistake to avoid
A fuzzy skills list: "SEO, SEA, Social Media". Spell out the exact level instead: "Technical SEO (Core Web Vitals, schema.org), SEA (Google Ads certified), Social Ads (Meta Ads + LinkedIn Ads)".
Data Analyst / Data Scientist / Data Engineer
Must-have ATS keywords
SQL, Python, R, Pandas, NumPy, scikit-learn, TensorFlow, PyTorch, Tableau, Power BI, Looker, BigQuery, Snowflake, Airflow, DBT, Databricks, Spark, machine learning, data pipelines.
Action verbs to favor
Analyze, model, automate, productionize, detect, predict, clean, visualize.
3 sample bullet points that work
- "Built a churn prediction model (XGBoost) with 0.89 AUC, deployed to production via Airflow; observed churn down 12% in 6 months"
- "Productionized 14 DBT pipelines on Snowflake: refresh time cut from 4 h to 35 min, adopted by 3 business teams"
- "Built a Tableau dashboard tracking 32 KPIs, adopted by 28 managers, with 150 views per week"
Classic mistake to avoid
Listing just "Python, SQL, Tableau". ATS systems at data-driven companies look for more precise keywords: "Python (Pandas, scikit-learn, PyTorch), advanced SQL (window functions, CTEs), Snowflake, Airflow".
Engineer (mechanical, thermal, electrical)
Must-have ATS keywords
Design, feasibility study, CAD, technical drafting, SolidWorks, AutoCAD, Catia, sizing calculations, CE standards, NF standards (French national standards), design office, requirements specification, technical specifications, industrial project management.
Action verbs to favor
Size, design, calculate, specify, validate, oversee, optimize.
3 sample bullet points that work
- "Sized the heating system for a hospital (12,000 m²), achieving 22% energy savings vs. the RE2020 standard (France's building energy regulation)"
- "Designed a complex mechanical part in SolidWorks: 18% weight reduction, validated over 3 test iterations"
- "Oversaw commissioning of a production line: 6 weeks on site, zero non-conformities at customer acceptance"
Classic mistake to avoid
Staying too general: "Technical studies". Go for: "Thermal studies for ERP buildings (French public-access buildings), RE2020 compliance, Climawin".
Human Resources
Must-have ATS keywords
Recruiting, onboarding, HRIS, payroll, strategic workforce planning (GPEC), training, talent acquisition, ATS, GDPR compliance, annual review, performance evaluation, LinkedIn Recruiter, employer branding.
Action verbs to favor
Recruit, structure, roll out, facilitate, manage, support, train, retain.
3 sample bullet points that work
- "Hired 42 employees in 18 months (65% managerial roles): average time-to-hire of 32 days, 87% one-year retention"
- "Rolled out an HRIS (Workday) across 4 countries and 1,200 employees, with 94% adoption 6 months after go-live"
- "Built the 2026 training plan: €180K budget, 14 certification tracks, 78% of teams trained"
Classic mistake to avoid
Talking about a "Passion for people" without proof. Go for: "High-volume recruiting (40+ hires/year): 60% sourced via LinkedIn Recruiter, 25% via referrals".
Accounting / Finance
Must-have ATS keywords
General accounting, cost accounting, IFRS, management control, consolidation, SAP, Cegid, Sage, reporting, monthly close, VAT, tax return package, bank reconciliation, audit, advanced Excel.
Action verbs to favor
Keep the books, close, consolidate, audit, reconcile, analyze, optimize.
3 sample bullet points that work
- "Full bookkeeping for 3 entities (one SARL and 2 SCIs, French limited company and property holding structures): monthly close in 5 business days, zero delays over 24 months"
- "IFRS consolidation for a group of 8 subsidiaries, cutting consolidation time from 12 to 7 days"
- "Streamlined monthly financial reporting (Power BI), cutting production time from 3 days to 4 hours"
Classic mistake to avoid
Listing just "Excel, SAP". Go for: "SAP (FI-CO, consolidation module), Cegid Expert, advanced Excel (pivot tables, VBA macros, Power Query)".
Healthcare (nursing assistant, nurse, medical secretary)
Must-have ATS keywords
Patient care, state diploma (DE), continuing education, chronic conditions, EHPAD (nursing home), USLD (long-term care unit), electronic patient record, EPR, care protocols, hospital hygiene, targeted handoff notes, compassionate care.
Action verbs to favor
Support, administer, care for, monitor, document, coordinate, train.
3 sample bullet points that work
- "Cared for 22 residents in a nursing home (EHPAD): targeted handoff notes in the NetSoins EPR, trained as compassionate-care lead"
- "Coordinated care for a 15-bed unit with round-the-clock 3-shift coverage: zero serious incidents over 18 months"
- "Ran administration for a medical practice (4 physicians) on Hellodoc: 2,300 appointments/month"
Classic mistake to avoid
Leaving out diplomas and certifications (DEAS, DEI, specializations: the French state nursing assistant and nursing diplomas). Healthcare ATS systems filter on these qualification signals first.
Administrative Assistant
Must-have ATS keywords
Office administration, secretarial work, calendar management, invoicing, payment follow-up, SAP, Outlook, Teams, SharePoint, document management system, mail handling, expense reports, vendors, procedures.
Action verbs to favor
Manage, coordinate, track, process, file, assist.
3 sample bullet points that work
- "Handled administration for a 25-person team: expense reports, time off, calendars, vendor orders (€60K/year budget)"
- "Managed client invoicing (450 invoices/month) with follow-ups at 30/60/90 days, bringing DSO down from 65 to 48 days"
- "Set up a document management system (SharePoint) for 8,000 documents, cutting average search time from 12 min to 45 sec"
Classic mistake to avoid
Writing "Detail-oriented and organized" without proof. Go for: "Managed 3 executive calendars at once, zero double bookings in 2 years".
FAQ: resumes by job
Should I tailor my resume for every posting?
Yes. Even for two postings in the same field, the expected wording can differ (e.g., two "developer" postings might ask for "JavaScript" and "TypeScript" respectively). Spending 15 minutes tailoring each application clearly improves your chances of hearing back.
Do ATS systems understand industry synonyms?
No. "Project management" and "project leadership" mean the same thing, but an ATS doesn't always make the connection. The rule: reuse the exact terms from the posting.
How do I prioritize keywords when I have several specialties?
Create several versions of your resume. For example, a Full-Stack developer can make a "Backend" version that emphasizes Node.js/PostgreSQL and a "Frontend" version that emphasizes React/Next.js. Never give both equal weight in the same resume.
What if the posting is vague about the skills it wants?
Use the standard keywords for the job (the ones listed in this guide). Most postings use this classic wording, even when they don't list it explicitly.
Is it a big deal if I don't have every keyword?
No. The ATS calculates a match score; it isn't all-or-nothing. Covering most of the posting's important keywords is plenty. If the essentials are missing, though, the score drops sharply.
How do I find the keywords for a job I don't know well?
Read 5 to 10 similar postings. Spot the terms that come up in 3 or more of them. Those are the standard keywords for that job. Add them to your resume if your background genuinely covers them.
Check for free whether your resume has the right keywords: Free analysis on CVpass →. Upload your resume, paste a job posting, and the AI identifies missing keywords and suggests a rewrite in one click.
Detailed resume guides, job by job
Every job has its own conventions, ATS keywords and expectations. Find the full guide for yours:
Tech & office: developer · data analyst · project manager · engineer · digital marketing · sales · human resources · accounting / finance · legal counsel · assistant
Healthcare & social care: nurse · nursing assistant · pediatric nursing assistant · medical secretary
Logistics & field work: forklift operator · warehouse worker · order picker · delivery driver · security guard · janitor / cleaner
Retail & hospitality: sales associate · server
Further reading: