Skills to put on a resume, by job

How to choose skills for a resume

Group skills into a few named sets (languages, tools, methods, certifications) so a reader finds the one they came for. Lead with the ones the job description asks for, using its exact wording, because both a recruiter and an applicant-tracking system look for those terms.

Every skill you list should appear in a bullet too, where you used it and what came of it. A skill named only in the list reads as a claim; one shown in a result reads as experience.

Skills on software résumés

• Android Engineer: Languages: Kotlin, Java, SQL, Python; Android: Jetpack Compose, Coroutines, Room, Hilt, WorkManager, Espresso; Practice: Offline-first design, Store releases, Macrobenchmark profiling, A/B experiments
• Application Security Engineer: Security: Threat modelling, Penetration testing, Secure code review, OWASP ASVS, Incident response; Tooling: Burp Suite, Semgrep, Nuclei, Trivy, HashiCorp Vault; Engineering: Python, Go, TypeScript, AWS, Terraform, Kubernetes
• Embedded Software Engineer: Languages: C, C++, Python, Rust, ARM assembly; Platforms: ARM Cortex-M, FreeRTOS, Zephyr, CAN and CAN FD, SPI, I2C, UART; Practice: ISO 26262 (ASIL-B), Hardware-in-the-loop testing, Low-power design, Bootloaders and OTA
• Engineering Manager: Leadership: Hiring and interview design, Performance and promotion, Roadmap planning, Coaching; Delivery: Forecasting, Incident review, Service-level objectives, Architecture review; Technical: Distributed systems, Go, TypeScript, PostgreSQL, AWS, Kafka
• Frontend Engineer: Languages: TypeScript, JavaScript, HTML, CSS, Sass; Frameworks: React, Next.js, Redux Toolkit, Tailwind CSS, Vite; Practice: WCAG 2.2 accessibility, Core Web Vitals, Playwright, Design handoff, Code review
• Full-Stack Engineer: Languages: TypeScript, JavaScript, Python, SQL, Go; Stack: Node.js, React, PostgreSQL, Redis, Docker, AWS; Practice: Payment integrations, Database migrations, Query tuning, On-call and incident review
• iOS Engineer: Languages: Swift, Objective-C, Kotlin, TypeScript; Platform: SwiftUI, UIKit, Swift Concurrency, Combine, Core Data, XCTest; Practice: Accessibility audits, Release management, Snapshot testing, Crash triage, Code review
• QA Automation Engineer: Automation: Playwright, Cypress, pytest, Postman, k6; Languages: TypeScript, Python, SQL, Bash; Practice: Test strategy, CI gating, Exploratory testing, Accessibility checks, Defect triage
• Senior Backend Engineer: Languages: Go, Python, TypeScript, SQL, Rust; Systems: Kubernetes, gRPC, Kafka, PostgreSQL, Redis, Terraform; Practice: Event sourcing, Distributed tracing, Load testing, Incident review
• Site Reliability Engineer: Platform: Kubernetes, Terraform, Argo CD, AWS, Linux, Envoy; Observability: Prometheus, Grafana, OpenTelemetry, Loki, PagerDuty; Languages: Go, Python, Bash, SQL; Practice: SLO design, Incident command, Game days, Capacity planning, Cost engineering

Skills on data & analytics résumés

• Analytics Engineer: Modeling: dbt, Dimensional modeling, Semantic layers, Data contracts, SQL; Platform: Snowflake, BigQuery, Airflow, Fivetran, Terraform, Git; Analysis: Python, Looker, Tableau, Experiment design; Practice: Code review, Metric governance, Cost tuning, Documentation
• Business Intelligence Analyst: Reporting: Power BI, DAX, Tableau, Excel, Paginated reports; Data: SQL Server, T-SQL, Star schemas, Data modeling, Python; Healthcare operations: Scheduling, Capacity planning, Claims data, HIPAA-safe reporting
• Data Analyst: Analysis: SQL, Python, pandas, Cohort analysis, A/B testing; Reporting: Power BI, DAX, Excel, Looker Studio; Data: PostgreSQL, BigQuery, dbt, Data modelling, Data cleaning
• Data Engineer: Languages: Python, Scala, SQL, Bash; Platform: Spark, Kafka, Databricks, Airflow, AWS, Delta Lake; Pipelines: Change data capture, Debezium, dbt, Data quality gates, Backfills; Practice: Cost tuning, Schema evolution, On-call, Runbooks
• Data Scientist: Modeling: Time series forecasting, Gradient boosting, Causal inference, Survival analysis, Hierarchical models; Tools: Python, R, SQL, PyTorch, Spark, Airflow; Practice: Backtesting, Model review, Experiment design, Executive briefings, Mentoring
• Database Administrator: Databases: SQL Server, PostgreSQL, Oracle, Availability groups, Replication; Performance: Execution plans, Indexing, Partitioning, Query rewriting, Wait statistics; Operations: Backup and restore, Log shipping, Patching pipelines, PowerShell, Terraform; Security: Row-level security, Transparent data encryption, Least privilege, Audit remediation
• Head of Data: Leadership: Org design, Hiring and levelling, Roadmap and budget, Vendor negotiation, Coaching; Platform: Lakehouse architecture, Streaming ingestion, Cost governance, Data contracts, Airflow; Analytics and science: Metric layers, Pricing models, Experimentation, Forecasting, Power BI; Governance: DPDP Act readiness, Access review, Incident review, Board reporting
• Machine Learning Engineer: Modelling: PyTorch, scikit-learn, XGBoost, Distillation, Calibration; Production: Kubernetes, MLflow, Feature stores, Ray Serve, Shadow deployment; Data: Python, SQL, Spark, Airflow, Snowflake; Practice: Drift monitoring, Experiment design, Clinical safety review, Code review
• Quantitative Analyst: Quantitative methods: Factor modelling, Time series, Portfolio optimisation, Transaction cost analysis, Bayesian shrinkage; Programming: Python, C++, kdb+/q, SQL, pandas, NumPy; Markets: Corporate credit, Equity factors, Market risk, Execution, Regulatory capital; Infrastructure: Reproducible research, Backtesting frameworks, Git, Airflow, Containerised environments

Skills on engineering résumés

• Electrical Design Engineer: Design: LV distribution, Lighting design, Fire alarm (BS 5839), Small power & containment, Load and diversity calculations, Earthing and bonding; Standards: BS 7671, CIBSE Guides, HTM 06-01, BS 5266 emergency lighting, Part L compliance; Software: Amtech ProDesign, Dialux evo, Revit MEP, AutoCAD, Trimble Nova
• Graduate Structural Engineer: Design codes: BS EN 1990 & 1991, BS EN 1992 (concrete), BS EN 1993 (steel), BS EN 1996 (masonry), BS 5975 temporary works; Software: Tekla Structural Designer, Revit, AutoCAD, Robot Structural Analysis, MathCAD; Practice: Steel and RC frame design, Temporary works, Site inspection, Existing-structure appraisal, Contractor queries
• Manufacturing Engineer: Process: Scientific injection molding, SMED, Statistical process control, Design of experiments, Poka-yoke, Line balancing; Quality systems: PPAP, APQP, PFMEA, IQ/OQ/PQ validation, ISO 13485, Gage R&R; Tools: SolidWorks, Mastercam, Minitab, Ignition SCADA, AutoCAD
• Manufacturing Engineering Manager: Manufacturing: Line design and balancing, Forging and machining processes, Robot cell integration, Tooling strategy, Capacity planning; Operating system: TPM, Value-stream mapping, Six Sigma, Kaizen, Standard work, SMED; Leadership: Capital planning, Supplier development, Team building, Customer SOP readiness, Conversion cost ownership; Digital: MES and machine data, Power BI, SAP PP/PM, Condition monitoring
• Mechanical Design Engineer: CAD & drafting: SolidWorks, Siemens NX, AutoCAD, GD&T (ASME Y14.5), Sheet-metal design, Tolerance stack-up; Analysis: Ansys Mechanical, Static & modal FEA, Topology optimisation, Hand calculations; Manufacturing: Press tooling, CNC machining, Weld fixtures, DFM reviews, PPAP documentation
• Quality Engineer: Quality systems: IATF 16949, ISO 9001, APQP, PPAP, PFMEA, Control plans, MSA; Problem solving: 8D, Why-why analysis, Fishbone, Poka-yoke, Layered process audits; Measurement: CMM programming, Gage R&R, SPC, Minitab, Surface roughness testing, Leak testing
• Senior Process Engineer: Process design: Distillation and separations, Heat integration, Reactor troubleshooting, Hydraulics and relief sizing, Mass and energy balances; Process safety: PSM (29 CFR 1910.119), HAZOP and LOPA, Relief systems (API 520/521), Management of change, Incident investigation; Tools: Aspen Plus, Aspen HYSYS, PI ProcessBook, Minitab, Python
• Senior Stress Engineer: Analysis: Classical hand analysis, Linear and nonlinear FEA, Damage tolerance, Fatigue and fracture, Composite failure criteria, Buckling and crippling; Tools: MSC Nastran, Patran, Abaqus, HyperMesh, NASGRO, Python; Certification: FAR Part 25 Subparts C and D, AC 20-107B, Static and fatigue test support, Stress report authoring, Repair dispositions
• Water Resources Engineer: Hydrology & hydraulics: HEC-RAS 1D and 2D, HEC-HMS, EPA SWMM, XPSWMM, Scour and sediment transport; Design & permitting: Stormwater facility design, FEMA CLOMR and LOMR, Section 404 permitting, NPDES compliance, Grading and drainage; Delivery: Project management, Public agency coordination, Grant writing, QA/QC review, Construction support

Skills on design résumés

• Brand Designer: Brand: Identity systems, Verbal identity and naming, Brand guidelines, Art direction, Rebrand rollout; Packaging: Shelf-block design, Structural packaging, Regulatory panels, Master artwork systems, Pre-press and print liaison; Type and craft: Typography, Devanagari lettering, Illustration commissioning, Photography direction; Tools: Illustrator, InDesign, Photoshop, Figma, Esko ArtPro
• Design Manager: Leadership: Hiring and onboarding, Career frameworks, Coaching and performance, Roadmap partnership, Design operations; Craft: Product strategy, Interaction design, Design systems, Content design, Accessibility (WCAG 2.1 AA); Research: Discovery planning, Usability testing, Experiment design, Analytics review; Tools: Figma, Storybook, Dovetail, Amplitude, Linear
• Graphic Designer: Print: Editorial layout, Typesetting, Pre-press artwork, Risograph, Paper and finish specification; Brand and digital: Identity systems, Brand guidelines, Email and social artwork, Signage, Large-print and easy-read; Tools: InDesign, Illustrator, Photoshop, Figma, Affinity Publisher
• Industrial Designer: Design: Concept development, CMF specification, Human factors, Design for manufacture, Sketching and rendering; Engineering: SolidWorks, Class A surfacing, Tolerance stack-up, Injection moulding, Tooling sign-off; Prototyping: Foam and CNC models, SLA and FDM printing, Silicone moulding, Abrasion and drop testing; Standards: IEC 62366-1, ISO 13485, ISO 14971, Technical file authoring
• Motion Designer: Motion: 2D animation, Title sequences, UI motion systems, Storyboarding, Cel animation, Sound design; 3D and finishing: Cinema 4D, Redshift, Rotoscoping, Camera tracking, Color grading; Tools: After Effects, Premiere Pro, Cinema 4D, DaVinci Resolve, Figma, Lottie
• Product Designer: Design: Interaction design, Design systems, Information architecture, Prototyping, Accessibility (WCAG 2.1 AA); Research and measurement: Usability testing, Concept testing, Survey design, Funnel analysis, A/B test design; Tools and handoff: Figma, FigJam, React, Storybook, Amplitude, Maze
• UI and Visual Designer: Visual: Typography, Grid systems, Colour and contrast, Iconography, Illustration; Interface: UI design, Design systems, Responsive layout, Prototyping, Motion basics; Tools: Figma, Illustrator, After Effects, Glyphs, Blender
• UX Designer: Design: Interaction design, Information architecture, Design systems, Wireframing, Prototyping; Research: Moderated usability testing, Vernacular field research, Diary studies, Funnel analysis, A/B test design; Tools: Figma, FigJam, Maze, Mixpanel, Principle
• UX Researcher: Qualitative: Contextual inquiry, Moderated usability testing, Diary studies, Interview protocol design, Thematic analysis; Quantitative: Survey design, MaxDiff and conjoint, Benchmark and SUS studies, Log and funnel analysis, Sample sizing; Research operations: Participant panels, Consent and privacy review, Research repositories, Study intake and triage; Tools: Dovetail, Qualtrics, UserTesting, R, Figma

Skills on marketing résumés

• Brand Manager: Brand: Positioning, Pack design, Annual planning, Portfolio architecture, Pricing; Commercial: P&L ownership, Trade spend, Promotional evaluation, Category selling stories, Forecasting; Insight: Retail panel data, Brand tracking, Qualitative groups, Concept testing, Econometrics briefs
• Communications Manager: Media: Media relations, Press materials, Spokesperson training, Editorial pitching, Trade press; Corporate: Crisis communications, Executive ghostwriting, Internal comms, Issues monitoring, Message houses; Measurement: Share of voice, Message pull-through, Coverage quality scoring, Muck Rack, Cision
• Content Marketing Specialist: Writing: Long-form editorial, Case studies, Newsletters, Landing page copy, Interviewing; Search: Keyword research, Topic clusters, On-page optimisation, Internal linking, Content audits; Tools: Google Search Console, Ahrefs, GA4, Webflow, HubSpot, Figma
• Digital Marketing Manager: Channels: Paid search, Paid social, Email and SMS, Affiliate, Organic search; Platforms: Google Ads, Meta Ads Manager, GA4, Klaviyo, Shopify, Looker Studio; Measurement: Incrementality testing, Cohort LTV, A/B testing, Marketing mix modeling, SQL
• Head of Lifecycle Marketing: Lifecycle: Onboarding journeys, Churn and win-back, Loyalty programmes, Cross-sell, Subscription renewals; Channels: Email, WhatsApp, Push and in-app, SMS, Deliverability; Platforms: Braze, Salesforce Marketing Cloud, Segment, Snowflake, Looker, SQL; Leading: Team of eleven, Hiring and levelling, Quarterly planning, Vendor selection, Stakeholder reporting
• Performance Marketing Manager: Buying: Google Ads, Meta Ads, Apple Search Ads, Programmatic, App campaigns, Affiliate networks; Measurement: Geo holdout tests, Incrementality, Media mix modelling, Mobile attribution, Server-side tracking; Analysis: SQL, Cohort LTV, Looker Studio, BigQuery, Unit economics; Creative: Concept testing, Hook libraries, Static and video variants, Landing page testing
• Product Marketing Manager: Positioning: Messaging frameworks, Segmentation, Pricing and packaging, Narrative development, Analyst relations; Go-to-market: Launch tiering, Sales enablement, Win-loss research, Competitive intelligence, Partner marketing; Evidence: Customer interviews, Message testing, Pipeline reporting, Salesforce, SQL
• SEO Specialist: Technical: Log file analysis, Crawl budget, Core Web Vitals, Structured data, Internationalisation, JavaScript rendering; Editorial: Keyword research, Content briefs, Topic clusters, Digital PR, Content pruning; Tools: Screaming Frog, Ahrefs, Semrush, Google Search Console, BigQuery, Looker Studio
• Social Media Manager: Platforms: TikTok, Instagram, YouTube Shorts, Pinterest, Threads; Production: Phone videography, CapCut, Adobe Premiere Pro, Canva, Lightroom, Copywriting; Running the channel: Content calendars, Community management, Creator briefs, Paid boosting, Native analytics

Skills on business résumés

• Account Executive: Selling: MEDDPICC qualification, Multithreaded deals, Discovery calls, Negotiation, Executive briefings; Tools: Salesforce, Outreach, Gong, ZoomInfo, Clari forecasting; Segments: Mid-market SaaS, Field service, Logistics, Reseller channel
• Business Analyst: Analysis: SQL, Power BI, Excel modelling, Python (pandas), Cohort analysis; Business: Requirements gathering, Process mapping, UAT planning, Stakeholder workshops, BRD writing; Domain: Consumer lending, Collections, Retail merchandising, Credit bureau data
• Chief of Staff: Operating: Board reporting, Goal setting and OKRs, Executive communication, Decision logs, Meeting design; Corporate: M&A diligence, Post-merger integration, Pricing strategy, Fundraising support; Analysis: Financial modeling, Market sizing, SQL, Tableau, Scenario planning
• Customer Success Manager: Retention: Onboarding design, Health scoring, Renewal negotiation, Churn analysis, QBR facilitation; Growth: Expansion forecasting, Usage reporting, Executive relationships, Reference programmes; Systems: Gainsight, Salesforce, SQL, Looker, Zendesk
• Director of Strategy: Strategy: Three-year planning, Portfolio review, Market sizing, Competitive analysis, Pricing strategy; Corporate development: Deal sourcing, Valuation modeling, Due diligence, Integration planning, Benefit tracking; Operating: P&L ownership, Supplier negotiation, Board communication, Sales compensation design
• Management Consultant: Consulting: Cost transformation, Operating model design, Diagnostics, Benefits tracking, Client workshops; Analysis: Cost-to-serve modelling, Network optimisation, SQL, Alteryx, Advanced Excel; Sectors: Grocery and retail, Utilities, Parcels and logistics, Food manufacturing
• Product Manager: Product: Customer discovery, Roadmapping, Pricing and packaging, Spec writing, A/B testing; Data: SQL, Amplitude, Looker, Funnel analysis, Cohort retention; Domain: Subscription billing, Dunning and recovery, Payments, Healthcare revenue cycle
• Program Manager: Delivery: Program governance, Risk registers, Dependency mapping, Release trains, Vendor management; Technical: Telematics hardware, Firmware release cycles, SQL, Jira, Grafana dashboards; Business: Budget ownership, Field operations, Stakeholder reporting, Post-incident review
• Sales Manager: Leadership: Hiring and ramp, Territory design, Incentive planning, Coaching cadence, Performance management; Selling: Modern trade accounts, Distributor networks, Pricing negotiation, Forecasting, Channel conflict; Systems: Salesforce, Zoho CRM, Power BI, Excel dashboards

Skills on finance résumés

• Audit Associate: Audit and assurance: Statutory audit, Ind AS, Internal financial controls, Risk-based sampling, Audit documentation, Physical verification; Tax and compliance: GST returns, Form 3CD tax audit, TDS, Companies Act 2013, ROC filings; Systems: SAP FICO, Tally Prime, Excel, CaseWare, ClearTax
• Corporate Tax Specialist: Corporate tax: CT600 compliance, R&D tax relief, Capital allowances, Group relief, Quarterly instalment payments, Loss planning; Wider tax: VAT partial exemption, HMRC enquiries, Senior Accounting Officer, Employment taxes, Charity taxation; Systems: Alphatax, CCH, Xero, Sage 50, Excel, Power Query
• Finance Director: Finance leadership: Operating plan, Board reporting, Team building, Debt financing, Acquisition integration, Pricing strategy; Analysis: Three-statement modeling, Unit economics, Payer contract modeling, Scenario planning, Cash forecasting; Domain: Revenue cycle, Healthcare reimbursement, US GAAP, Subscription metrics, Commodity hedging; Systems: Workday Adaptive Planning, NetSuite, Snowflake, Power BI, Excel, SQL
• Financial Analyst: Analysis: Driver-based forecasting, Variance analysis, Three-statement modeling, Scenario planning, Working capital; Tools: Excel, Power Query, Power BI, SQL, NetSuite, Anaplan; Reporting: Month-end close support, Board packs, KPI dashboards, Budget cycle coordination
• Financial Controller: Controllership: US GAAP, Month-end close, Consolidations, Standard costing, Internal controls, External audit management; Planning and capital: Annual budget, Cash forecasting, Borrowing base reporting, Capital expenditure approval, Pricing analysis; Systems: NetSuite, Microsoft Dynamics 365, Hyperion, BlackLine, Power BI, Excel
• Investment Banking Analyst: Deal execution: Sell-side M&A, Buy-side due diligence, Information memoranda, Data room management, Bid process management; Valuation: DCF, LBO modelling, Trading comparables, Precedent transactions, Accretion and dilution, Quality of earnings; Technical: Excel, VBA, Python, Capital IQ, PowerPoint, FRS 102 and IFRS
• Risk Manager: Credit risk: Underwriting policy, Scorecard development, Portfolio monitoring, Early warning signals, Collections strategy, Restructuring frameworks; Modelling and regulation: Ind AS 109 expected credit loss, RBI prudential norms, Basel III, Stress testing, Model validation; Analytics: SQL, Python, SAS, Logistic regression, Power BI, Excel
• Senior Accountant: Accounting: Month-end close, Account reconciliation, Fixed assets, Accruals and prepaids, ASC 606, Audit preparation; Controls and reporting: US GAAP, Internal controls, Financial statement preparation, Sales and use tax, Variance commentary; Systems: NetSuite, Sage Intacct, QuickBooks, Yardi, Excel, Power Query
• Treasury Analyst: Treasury: Cash flow forecasting, Debt refinancing, Working capital, Covenant compliance, Bank relationship management, Commercial paper; Markets and risk: Currency forwards, Interest rate swaps, Asset-liability management, Liquidity coverage, Counterparty limits; Regulatory: RBI ALM returns, FEMA, Ind AS 109, Companies Act 2013; Systems: SAP Treasury, Kyriba, Oracle ERP, Excel, Power BI, Bloomberg Terminal

Skills on healthcare résumés

• Clinical Dietitian (Head of Nutrition): Clinical nutrition: Nutrition assessment (SGA, MUST), Enteral and parenteral support, Renal and dialysis diets, Diabetes medical nutrition therapy, Bariatric follow-up, Paediatric feeds; Service leadership: Leading a team of seven, Therapeutic menu costing, Ward screening pathways, NABH documentation, Kitchen food safety audit; Teaching and research: Intern supervision, Link-nurse training, Clinical audit, Patient education materials, Conference presentation
• Clinical Pharmacist: Clinical practice: Ward and ICU rounds, Medication reconciliation, Renal and hepatic dosing, Therapeutic drug monitoring, Anticoagulation clinics, Parenteral nutrition review; Medication safety: Adverse drug reaction reporting, High-alert medication protocols, Look-alike sound-alike controls, Antibiotic policy, NABH documentation; Teaching and analysis: Nursing in-service training, Pharm.D intern supervision, Drug utilisation review, Formulary evaluation, Prescription audit
• Healthcare Administrator (VP, Ambulatory Operations): Operations: Multi-site clinic operations, Perioperative services, Access and scheduling design, Capacity planning, Service line growth, New site openings; Finance: Operating and capital budgets, Payer contracting, Supply chain negotiation, RVU and productivity analysis, Break-even modeling; Quality and compliance: Joint Commission readiness, CMS conditions of participation, Patient grievance process, Lean Six Sigma, Serious event review; People: Leading through managers, Float pool design, Physician relations, Union-environment staffing, Succession planning
• Internal Medicine Registrar (Respiratory): Clinical: Acute medical take, Non-invasive ventilation, Pleural disease, Bronchoscopy (supervised), Home oxygen assessment, End-of-life care; Procedural: Ultrasound-guided thoracocentesis, Chest drain insertion, Ascitic drainage, Lumbar puncture, Central venous access; Beyond the ward: Clinical audit, Quality improvement (PDSA), Undergraduate teaching, Rota organisation, Serious incident review
• Medical Laboratory Technologist: Bench work: Automated haematology analysers, Peripheral smear morphology, Clinical biochemistry, Coagulation (PT/INR, aPTT), Urinalysis, Phlebotomy; Quality: Levey-Jennings charts, Westgard rules, External quality assurance, ISO 15189 documentation, Calibration and maintenance logs; Systems and safety: LIS entry and validation, Barcode sample tracking, Biomedical waste segregation, Spill and exposure protocol, Cold chain handling
• Physiotherapist (Band 5): Assessment: Subjective and objective assessment, Outcome measures (Berg, TUG), Gait analysis, Respiratory auscultation, Red flag screening; Treatment: Exercise prescription, Manual therapy, Airway clearance, Post-operative mobilisation, Falls prevention, Group class delivery; Working practice: Multidisciplinary ward rounds, Discharge planning, Caseload prioritisation, CSP record-keeping standards, Student supervision
• Radiologic Technologist (CT): Modalities: CT, 64- and 128-slice, Digital radiography, CT angiography, Trauma pan-scan, Portable and OR imaging; Dose and safety: ALARA dose optimization, Contrast administration and reactions, Pediatric dose protocols, Shielding and badge monitoring, MRI safety screening; Systems: PACS, Radiology information systems, Power injectors, 3D reconstruction workstations, Protocol management; From prehospital care: IV access, ACLS algorithms, Rapid patient assessment, Trauma team communication, Spinal motion restriction
• Registered Nurse (ICU): Critical care: Ventilator management, Vasoactive drips, CRRT, Sepsis bundles, Post-arrest care, Prone positioning; Procedures: Arterial lines, Central line care, Chest tubes, Moderate sedation, Difficult IV access; Unit practice: Charge nurse staffing, Preceptorship, Chart audit, Rapid response, Family meetings, Epic documentation
• Senior Clinical Research Associate: Monitoring: Risk-based monitoring, Source data verification, Site initiation and close-out, Protocol deviation management, Informed consent review, Co-monitoring and mentoring; Regulatory: ICH-GCP, 21 CFR Part 11, IRB submissions, Trial master file review, SAE and SUSAR reporting, Inspection readiness; Systems: Medidata Rave, Veeva Vault eTMF, CTMS, IRT and IWRS, ePRO platforms; Therapeutic areas: Solid tumor oncology, Hematology, Cardiology, Rare disease

Skills on education résumés

• Corporate Trainer: Facilitation: Classroom delivery, Virtual facilitation, Live coding demonstrations, Cohort management, Coaching and feedback; Programme design: Lab writing, Assessment design, Marking rubrics, Kirkpatrick levels 1-3, LMS administration; Technical: Java, SQL, Git, REST APIs, Linux fundamentals
• Elementary School Teacher: Instruction: Guided reading, Small-group intervention, Differentiation, Writing workshop, Standards-based planning; Assessment: Running records, DIBELS, Formative checks, Data-driven grouping, IEP and 504 accommodations; Classroom and family: Responsive Classroom, Behavior plans, Family conferences, Co-teaching, Spanish-speaking family outreach
• Instructional Designer: Design: Backward design, Storyboarding, Worked examples, Assessment writing, Cognitive load; Tools: Articulate Storyline, Figma, Camtasia, xAPI, SCORM, Moodle; Evidence: A/B testing, Learner interviews, Completion analytics, Accessibility audits, Usability testing
• Postdoctoral Research Associate: Experimental: Two-photon imaging, In vivo electrophysiology, Optogenetics, Head-fixed behavior, Immunohistochemistry; Computational: Python, MATLAB, R, Spike sorting, State-space models, Statistical modeling; Teaching and service: Instructor of record, Lecture design, Undergraduate mentoring, Grant writing, Journal peer review
• School Principal: School leadership: Academic planning, Staff appraisal, Timetabling, Budget and fee policy, Board affiliation; Curriculum and outcomes: CBSE curriculum, NEP 2020 rollout, Assessment reform, Remedial programmes, Career counselling; Community and compliance: Parent engagement, RTE admissions, Child safeguarding, Alumni relations, Fire and safety audits
• Secondary School Physics Teacher: Curriculum: AQA GCSE Physics, A-level Physics, Key Stage 3 science, Required practicals, Scheme of work design; Teaching practice: Retrieval practice, Worked examples, Adaptive teaching, Live marking, Behaviour for learning; Department leadership: ECF mentoring, Data analysis and targets, Exam board moderation, Parental engagement, Technician liaison
• Special Education Teacher: Specially designed instruction: IEP writing, Structured literacy, Orton-Gillingham, Task analysis, Math intervention; Assessment and compliance: Curriculum-based measurement, WJ-IV and KTEA-3, FBA and behavior plans, IDEA safeguards, Progress monitoring; Collaboration: Co-teaching, Paraeducator coaching, Family conferences, Transition planning, Related-service coordination
• University Lecturer: Research: Catchment hydrology, Eddy covariance, Bayesian modelling, R and Python, Field instrumentation; Teaching: Module convening, Field course leadership, Doctoral supervision, Assessment design, Curriculum review; Academic service: Grant peer review, REF output selection, External examining, Editorial board, Programme validation

Skills on legal résumés

• Compliance Officer: Financial crime: Anti-money laundering, Sanctions screening, Transaction monitoring, Enhanced due diligence, SAR reporting; Regulatory: FCA Handbook, SMCR, Consumer Duty, Client assets, RegData returns; Assurance: Compliance monitoring plans, Remediation programmes, Business-wide risk assessment, Policy drafting, Board reporting
• Contracts Manager: Contract administration: FIDIC Red and Yellow Book, EPC and item-rate contracts, Variations and EOT, Bank guarantees, Contract closeout; Commercial: Claim quantification, Delay analysis, Vendor negotiation, Risk registers, Cost-to-complete review; Dispute avoidance: Conciliation, Dispute adjudication boards, Arbitration support, Notice discipline, Correspondence control; Systems: SAP MM, Primavera P6, Excel cost modelling, Document management
• Corporate M&A Associate: Transactions: Mergers and acquisitions, Corporate carve-outs, Venture financings, Asset purchases, Joint ventures; Drafting: Purchase agreements, Disclosure schedules, Stockholder agreements, Board consents, Side letters; Deal process: Buy-side diligence, Rep and warranty insurance, HSR filings, Closing checklists, Signing-to-closing tracking; Sectors: Industrials, Healthcare services, B2B software, Logistics
• Head of Intellectual Property: Patent practice: Prosecution, Portfolio strategy, Freedom to operate, Invention harvesting, PCT and foreign filing; Disputes: Inter partes review, ITC Section 337, District court litigation, Claim construction, Settlement negotiation; Commercial IP: Cross-licensing, Trade secrets, Trademark portfolios, Open-source review, IP diligence in M&A; Technical: Robotics and controls, Power electronics, RF circuits, Embedded software, Computer vision
• Legal Trainee: Corporate advisory: Companies Act compliance, Due diligence, Shareholders agreements, Board resolutions, Charge filings; Drafting: Commercial contracts, Term sheets, Legal notices, Non-disclosure agreements, Research memoranda; Research: SCC Online, Manupatra, MCA21 filings, SEBI circulars, Case digests
• Litigation Associate: Forums: Bombay High Court, NCLT Mumbai, City Civil Court, Domestic arbitration, Consumer commissions; Practice areas: Commercial suits, Insolvency and bankruptcy, Recovery and NI Act, Contract disputes, Writ petitions; Drafting: Plaints and written statements, Interim applications, Statements of claim, Legal notices, Written submissions; Research: SCC Online, Manupatra, e-Courts case status, Case digests
• Litigation Paralegal: Case management: Docketing and calendaring, CM/ECF filing, Trial preparation, Deposition summaries, Cite checking; Discovery: Document review, Privilege logs, Productions and Bates numbering, Subpoenas, Records requests; Systems: Relativity, PACER, Westlaw, Clio, Microsoft 365; Matter types: Commercial litigation, Employment, Contract disputes, Insurance defense
• Senior Legal Counsel: Commercial: Supply and outsourcing, Reseller agreements, Procurement, Licensing, Contract playbooks; Regulatory: UK GDPR, Energy licence conditions, Consumer protection, Competition compliance, Modern slavery reporting; Working with the business: Panel management, Legal budgeting, Risk escalation, Training delivery, Board reporting

Skills on operations résumés

• Customer Support Lead: Support operations: Queue and SLA design, Workforce scheduling, Escalation management, Knowledge base ownership, Quality assurance; Leadership: Hiring and onboarding, Coaching cadence, Career laddering, Cross-time-zone handover, Performance reviews; Systems: Zendesk, Intercom, Jira Service Management, Looker, SQL; Measures: First response time, First-contact resolution, CSAT, Ticket deflection, Cost per ticket
• Head of Operations: Operations leadership: P&L ownership, Network design, Capacity planning, Peak-season planning, Vendor management; Last mile: Rider payout models, Route density, Dark stores, Sortation, Reverse logistics; Organisation: Org design, Manager development, Succession planning, Frontline attrition, Union and contractor relations; Measures: Cost per delivered order, On-time delivery, Contact rate, Units per hour, Vehicle utilisation
• HR Generalist: HR operations: Onboarding, Benefits administration, Open enrollment, Payroll coordination, HRIS data hygiene; Employee relations: Workplace investigations, Performance management, Policy writing, Leave administration, Exit and stay interviews; Compliance: FLSA classification, FMLA and ADA, I-9 and E-Verify, OSHA recordkeeping, EEO-1 reporting; Systems: Workday, ADP Workforce Now, Greenhouse, Excel
• Logistics Coordinator: Logistics: Route planning, Milk-run scheduling, Freight rate negotiation, 3PL coordination, Reverse logistics; Systems: SAP MM, Advanced Excel, Power Query, TMS dashboards, Basic SQL; Measures: On-time delivery, Cost per shipment, RTO rate, Dock turnaround, Fill rate
• Office Manager: Office operations: Facilities management, Supplier contracts, Lease and service charge, Desk booking, Front of house; Finance: Purchase orders, Invoice approval, Budget tracking, Expense policy, Supplier retendering; Compliance: Risk assessments, Fire safety, DSE assessments, GDPR records, Business continuity; Systems: Microsoft 365, SharePoint, Xero, Asana
• Procurement Specialist: Categories: Indirect spend, MRO, Facilities, Logistics, Professional services, Packaging; Commercial: Competitive tendering, Contract negotiation, Should-cost analysis, Call-off agreements, Supplier scorecards; Governance: Modern Slavery Act compliance, Supplier due diligence, Contract renewals, Audit evidence; Systems: SAP Ariba, Coupa, Power BI, Advanced Excel
• Recruiter: Sourcing: Boolean search, Outbound outreach, Talent mapping, Referral programs, Market salary research; Hiring process: Intake scorecards, Structured interviewing, Offer negotiation, Reference checks, Pipeline reporting; Systems: Greenhouse, Lever, Workday Recruiting, Gem, Excel
• Supply Chain Analyst: Planning: Demand forecasting, S&OP, Safety stock modeling, Inventory policy, MRP, Network design; Analysis: SQL, Python, Power BI, Excel modeling, Statistical forecasting; Systems: SAP IBP, SAP ECC, Kinaxis, Snowflake; Measures: Forecast accuracy, Fill rate, Days of supply, OTIF, Cost per case
• Warehouse Manager: Warehouse operations: Slotting and pick-face design, Wave picking, Dock scheduling, Cross-docking, Cycle counting, Site commissioning; People and safety: Shift planning, Flex-pool hiring, Forklift licensing, Toolbox talks, Incident investigation; Systems: SAP EWM, Manhattan WMS, RF scanning, Power BI, Advanced Excel; Measures: Units per hour, Shrinkage, Dock-to-stock, Inventory record accuracy, Cost per unit shipped

Skills on students & graduates résumés

• Engineering Apprentice: Workshop: Bench fitting, Soldering, Hand tools, Torque settings, Bicycle mechanics; Technical: Fusion 360, Technical drawing, Basic electronics, Multimeter testing, Excel; Working with people: Customer service, Cash handling, Training new starters, Stock counts
• Entry-Level Business Analyst: Analysis: Econometrics, Regression modeling, Cost-benefit analysis, Survey design, Financial modeling; Tools: Python, R, SQL, Excel, Tableau, Git; Communication: Written briefs, Committee presentations, Workshop facilitation, Stakeholder interviews
• Final-Year Engineering Student: Languages: Python, Java, JavaScript, SQL, C; Tools and platforms: Git, Docker, PostgreSQL, Redis, Linux, AWS EC2; Foundations: Data structures, REST API design, Unit testing, Concurrency
• Junior Accounts Executive: Accounting: Tally Prime, Journal entries, Bank reconciliation, Accounts receivable, Trial balance; Compliance: GSTR-1 and GSTR-3B, TDS deduction, E-way bills, Form 26AS matching; Tools: Excel pivot tables, VLOOKUP, Google Sheets, Zoho Books
• Junior Data Analyst: Analysis: SQL, Python (pandas), Excel, Cohort analysis, A/B testing, Regression; Visualization: Tableau, Power BI, Matplotlib, Dashboard design; Data handling: PostgreSQL, Data cleaning, Record deduplication, ETL scripting, Google Sheets
• Junior Software Developer: Languages: Java, Python, JavaScript, SQL, HTML and CSS; Tools: Git, Spring Boot, PostgreSQL, Docker, Linux, JUnit; Working practice: Code review, Agile stand-ups, Incident triage, Team leadership, Written handovers
• MBA Candidate: Business: Market sizing, Pricing strategy, Financial modelling, Competitive analysis, Supplier negotiation; Analysis: Excel, SQL, Power BI, Tableau, Survey design; Operations: Lean manufacturing, Six Sigma, Vendor management, Sales and operations planning
• Mechanical Engineering Intern: Design: SolidWorks, Fusion 360, GD&T, Tolerance stacks, Design for manufacture; Analysis: ANSYS, Finite element analysis, MATLAB, Python, Data acquisition; Shop: Manual lathe, CNC milling, TIG welding, FDM printing, Fixture build
• PhD Applicant, Neuroscience: Laboratory: Two-photon imaging, Stereotaxic surgery, Immunohistochemistry, Cryosectioning, Mouse colony management; Analysis: Python, MATLAB, R, ImageJ, Mixed-effects models, Bootstrap resampling; Scholarly practice: Manuscript drafting, Animal protocol writing, Poster design, Peer mentoring
• Research Associate: Laboratory: ICP-MS, Ion chromatography, UV-Vis spectrophotometry, BOD and COD assays, Fixed-bed column studies; Modelling and analysis: MATLAB, Python, EPANET, QGIS, Design of experiments; Field: Groundwater sampling, Chain-of-custody protocols, Sensor deployment, Household surveys