# JobZone — AI Job Replacement Index > 3649 roles assessed across 27 domains, covering 100% of > the US workforce (~169M workers). Built on 7.4M data points from 47 > sources across 8 countries. Average score: 45.1/100. Each role is a full assessment: task decomposition (5–10 weighted tasks scored for agentic AI automation potential), evidence from job postings/wages/company actions/academic research, structural barrier analysis (licensing, physical presence, unions, liability), and a multiplicative composite score where weakness in any dimension drags the score down. Scores: 0–100, higher = safer. Zones: GREEN (48–100, safe 5+ years), YELLOW (25–47, transforming), RED (0–24, active displacement). Zone breakdown: 1769 green roles (56M workers protected), 1364 yellow (68M transforming), 516 red (44M at risk). ## Role Assessments - [Search and browse all 3649 roles](https://jobzonerisk.com/): Filter by zone, domain, specialism. Sort by score, name, date. - Each role page contains: score waterfall, task-by-task AI automation scoring, evidence table (job postings, wages, company actions, AI tool maturity, expert consensus), barrier assessment, protective principles rating, AI growth correlation, assessor commentary, sources, and share buttons (LinkedIn, X, Facebook, email) - Each role includes a "What This Means" section: survival strategy, 2028 outlook, and actionable recommendations - Related roles shown at bottom of each page — similar roles you could transition to, with scores - Score change notifications: sign up on any role page to get alerted when the score changes - Role URLs are shareable: https://jobzonerisk.com/roles/{slug} ## Compare — Career Transition Tool - [Compare roles](https://jobzonerisk.com/compare?mode=roles): Pick your current role and a target to see score deltas, task breakdowns, and transition paths — designed to help you decide what to move into - [Compare domains](https://jobzonerisk.com/compare?mode=domains): Which sectors are safest - [Compare specialisms](https://jobzonerisk.com/compare?mode=specialisms): Drill into sub-sector comparisons - Add up to 3 roles for multi-role comparison ## Data Monitor - [Data Monitor](https://jobzonerisk.com/data-monitor): Pipeline stats (7.4M data points, 47 sources, 8 countries), workforce exposure by zone (workers not just roles), live analysis feed, domain/specialism average scores, top 25 most protected and highest risk rankings ## Methodology - [AIJRI Methodology](https://jobzonerisk.com/methodology): 8-step scoring framework — role selection, task decomposition, evidence gathering, task resistance scoring, composite calculation (multiplicative: Raw = TRS × E_mod × B_mod × G_mod), zone classification, recommendations, QA with TruthSeeker fact-checking - [FAQ](https://jobzonerisk.com/faq): Scoring questions, methodology detail, zone definitions - [About](https://jobzonerisk.com/about): Project background, team, workforce impact data for 8 countries - [AI-Proof Career Guide](https://jobzonerisk.com/ai-proof-career-guide): Career protection strategies derived from score patterns ## Browse by Domain - [AI](https://jobzonerisk.com/jobs/ai): 39 roles, avg score 56 - [AI/ML Engineering](https://jobzonerisk.com/jobs/ai/ai-ml-engineering): avg score 59 - [Generative & Language AI](https://jobzonerisk.com/jobs/ai/generative-and-language-ai): avg score 45 - [AI Research & Governance](https://jobzonerisk.com/jobs/ai/ai-research-and-governance): avg score 62 - [Agriculture](https://jobzonerisk.com/jobs/agriculture): 54 roles, avg score 48 - [Farming & Livestock](https://jobzonerisk.com/jobs/agriculture/farming-and-livestock): avg score 43 - [Field Sports & Wildlife](https://jobzonerisk.com/jobs/agriculture/field-sports-and-wildlife): avg score 58 - [Forestry & Timber](https://jobzonerisk.com/jobs/agriculture/forestry-and-timber): avg score 37 - [Landscaping & Grounds](https://jobzonerisk.com/jobs/agriculture/landscaping-and-grounds): avg score 51 - [Business & Operations](https://jobzonerisk.com/jobs/business-and-operations): 324 roles, avg score 30 - [Executive Leadership](https://jobzonerisk.com/jobs/business-and-operations/executive-leadership): avg score 59 - [Project & Product Management](https://jobzonerisk.com/jobs/business-and-operations/project-and-product-management): avg score 31 - [Operations Management](https://jobzonerisk.com/jobs/business-and-operations/operations-management): avg score 32 - [Sales](https://jobzonerisk.com/jobs/business-and-operations/sales): avg score 30 - [Finance & Accounting](https://jobzonerisk.com/jobs/business-and-operations/finance-and-accounting): avg score 29 - [Admin & Office](https://jobzonerisk.com/jobs/business-and-operations/admin-and-office): avg score 10 - [HR & People](https://jobzonerisk.com/jobs/business-and-operations/hr-and-people): avg score 34 - [Marketing](https://jobzonerisk.com/jobs/business-and-operations/marketing): avg score 26 - [Procurement](https://jobzonerisk.com/jobs/business-and-operations/procurement): avg score 30 - [Insurance](https://jobzonerisk.com/jobs/business-and-operations/insurance): avg score 30 - [Banking & Lending](https://jobzonerisk.com/jobs/business-and-operations/banking-and-lending): avg score 23 - [Investment & Securities](https://jobzonerisk.com/jobs/business-and-operations/investment-and-securities): avg score 28 - [Consulting](https://jobzonerisk.com/jobs/business-and-operations/consulting): avg score 36 - [Cloud & Infrastructure](https://jobzonerisk.com/jobs/cloud-and-infrastructure): 79 roles, avg score 35 - [Cloud Architecture](https://jobzonerisk.com/jobs/cloud-and-infrastructure/cloud-architecture): avg score 46 - [DevOps & Platform](https://jobzonerisk.com/jobs/cloud-and-infrastructure/devops-and-platform): avg score 29 - [Networking](https://jobzonerisk.com/jobs/cloud-and-infrastructure/networking): avg score 36 - [Systems Administration](https://jobzonerisk.com/jobs/cloud-and-infrastructure/systems-administration): avg score 31 - [IT Support](https://jobzonerisk.com/jobs/cloud-and-infrastructure/it-support): avg score 32 - [IT Administration](https://jobzonerisk.com/jobs/cloud-and-infrastructure/it-administration): avg score 22 - [Database Administration](https://jobzonerisk.com/jobs/cloud-and-infrastructure/database-administration): avg score 27 - [Site Reliability](https://jobzonerisk.com/jobs/cloud-and-infrastructure/site-reliability): avg score 32 - [IT Leadership](https://jobzonerisk.com/jobs/cloud-and-infrastructure/it-leadership): avg score 48 - [Creative & Media](https://jobzonerisk.com/jobs/creative-and-media): 297 roles, avg score 37 - [Design](https://jobzonerisk.com/jobs/creative-and-media/design): avg score 33 - [Writing & Content](https://jobzonerisk.com/jobs/creative-and-media/writing-and-content): avg score 19 - [Performing Arts](https://jobzonerisk.com/jobs/creative-and-media/performing-arts): avg score 49 - [Film & Video Production](https://jobzonerisk.com/jobs/creative-and-media/film-and-video-production): avg score 40 - [Photography](https://jobzonerisk.com/jobs/creative-and-media/photography): avg score 36 - [Journalism & Publishing](https://jobzonerisk.com/jobs/creative-and-media/journalism-and-publishing): avg score 30 - [Audio & Broadcasting](https://jobzonerisk.com/jobs/creative-and-media/audio-and-broadcasting): avg score 36 - [Interior Design](https://jobzonerisk.com/jobs/creative-and-media/interior-design): avg score 34 - [Fashion Design](https://jobzonerisk.com/jobs/creative-and-media/fashion-design): avg score 30 - [Cybersecurity](https://jobzonerisk.com/jobs/cybersecurity): 91 roles, avg score 49 - [Application Security](https://jobzonerisk.com/jobs/cybersecurity/application-security): avg score 53 - [Security Architecture](https://jobzonerisk.com/jobs/cybersecurity/security-architecture): avg score 72 - [Security Audit](https://jobzonerisk.com/jobs/cybersecurity/security-audit): avg score 45 - [Cloud Security](https://jobzonerisk.com/jobs/cybersecurity/cloud-security): avg score 59 - [Security Compliance](https://jobzonerisk.com/jobs/cybersecurity/security-compliance): avg score 44 - [Security Education](https://jobzonerisk.com/jobs/cybersecurity/security-education): avg score 42 - [Security Engineering](https://jobzonerisk.com/jobs/cybersecurity/security-engineering): avg score 52 - [Cybersecurity Generalist](https://jobzonerisk.com/jobs/cybersecurity/cybersecurity-generalist): avg score 49 - [Security Governance](https://jobzonerisk.com/jobs/cybersecurity/security-governance): avg score 53 - [AI Security](https://jobzonerisk.com/jobs/cybersecurity/ai-security): avg score 72 - [Threat Intelligence](https://jobzonerisk.com/jobs/cybersecurity/threat-intelligence): avg score 46 - [Cybersecurity Sales](https://jobzonerisk.com/jobs/cybersecurity/cybersecurity-sales): avg score 51 - [Privacy](https://jobzonerisk.com/jobs/cybersecurity/privacy): avg score 34 - [Security Operations](https://jobzonerisk.com/jobs/cybersecurity/security-operations): avg score 37 - [Offensive Security](https://jobzonerisk.com/jobs/cybersecurity/offensive-security): avg score 42 - [Network Security](https://jobzonerisk.com/jobs/cybersecurity/network-security): avg score 55 - [Digital Forensics & Investigation](https://jobzonerisk.com/jobs/cybersecurity/digital-forensics-and-investigation): avg score 53 - [Data](https://jobzonerisk.com/jobs/data): 40 roles, avg score 29 - [Data Science & Analytics](https://jobzonerisk.com/jobs/data/data-science-and-analytics): avg score 27 - [Data Engineering](https://jobzonerisk.com/jobs/data/data-engineering): avg score 32 - [Development](https://jobzonerisk.com/jobs/development): 99 roles, avg score 36 - [Software Development](https://jobzonerisk.com/jobs/development/software-development): avg score 39 - [Web Development](https://jobzonerisk.com/jobs/development/web-development): avg score 20 - [Mobile Development](https://jobzonerisk.com/jobs/development/mobile-development): avg score 28 - [QA & Testing](https://jobzonerisk.com/jobs/development/qa-and-testing): avg score 25 - [Game Development](https://jobzonerisk.com/jobs/development/game-development): avg score 35 - [Embedded & Firmware](https://jobzonerisk.com/jobs/development/embedded-and-firmware): avg score 57 - [Safety-Critical Software](https://jobzonerisk.com/jobs/development/safety-critical-software): avg score 65 - [Enterprise Platforms](https://jobzonerisk.com/jobs/development/enterprise-platforms): avg score 29 - [Developer Tooling](https://jobzonerisk.com/jobs/development/developer-tooling): avg score 33 - [Scientific & Financial Computing](https://jobzonerisk.com/jobs/development/scientific-and-financial-computing): avg score 47 - [Education](https://jobzonerisk.com/jobs/education): 146 roles, avg score 49 - [Primary Teaching](https://jobzonerisk.com/jobs/education/primary-teaching): avg score 64 - [Secondary Teaching](https://jobzonerisk.com/jobs/education/secondary-teaching): avg score 63 - [STEM & Health Academic](https://jobzonerisk.com/jobs/education/stem-and-health-academic): avg score 53 - [Humanities Academic](https://jobzonerisk.com/jobs/education/humanities-academic): avg score 48 - [Social Sciences Academic](https://jobzonerisk.com/jobs/education/social-sciences-academic): avg score 47 - [Senior Academic & Research](https://jobzonerisk.com/jobs/education/senior-academic-and-research): avg score 47 - [Special Education](https://jobzonerisk.com/jobs/education/special-education): avg score 64 - [Teaching Support](https://jobzonerisk.com/jobs/education/teaching-support): avg score 46 - [Education Administration](https://jobzonerisk.com/jobs/education/education-administration): avg score 44 - [Early Childhood](https://jobzonerisk.com/jobs/education/early-childhood): avg score 62 - [Training & Development](https://jobzonerisk.com/jobs/education/training-and-development): avg score 40 - [Engineering](https://jobzonerisk.com/jobs/engineering): 194 roles, avg score 46 - [Civil Engineering](https://jobzonerisk.com/jobs/engineering/civil-engineering): avg score 50 - [Industrial Engineering](https://jobzonerisk.com/jobs/engineering/industrial-engineering): avg score 41 - [Mechanical Engineering](https://jobzonerisk.com/jobs/engineering/mechanical-engineering): avg score 46 - [Electrical & Electronics Engineering](https://jobzonerisk.com/jobs/engineering/electrical-and-electronics-engineering): avg score 50 - [Chemical Engineering](https://jobzonerisk.com/jobs/engineering/chemical-engineering): avg score 48 - [Aerospace Engineering](https://jobzonerisk.com/jobs/engineering/aerospace-engineering): avg score 50 - [Biomedical Engineering](https://jobzonerisk.com/jobs/engineering/biomedical-engineering): avg score 50 - [Environmental Engineering](https://jobzonerisk.com/jobs/engineering/environmental-engineering): avg score 48 - [Architecture](https://jobzonerisk.com/jobs/engineering/architecture): avg score 41 - [Engineering Management](https://jobzonerisk.com/jobs/engineering/engineering-management): avg score 46 - [Engineering Technicians](https://jobzonerisk.com/jobs/engineering/engineering-technicians): avg score 37 - [Government & Public Admin](https://jobzonerisk.com/jobs/government-and-public-admin): 97 roles, avg score 42 - [Government Regulation & Enforcement](https://jobzonerisk.com/jobs/government-and-public-admin/government-regulation-and-enforcement): avg score 48 - [Government Administration](https://jobzonerisk.com/jobs/government-and-public-admin/government-administration): avg score 42 - [Judicial Services](https://jobzonerisk.com/jobs/government-and-public-admin/judicial-services): avg score 32 - [Legislative & Policy](https://jobzonerisk.com/jobs/government-and-public-admin/legislative-and-policy): avg score 47 - [Postal Services](https://jobzonerisk.com/jobs/government-and-public-admin/postal-services): avg score 21 - [Healthcare](https://jobzonerisk.com/jobs/healthcare): 379 roles, avg score 58 - [Medicine](https://jobzonerisk.com/jobs/healthcare/medicine): avg score 65 - [Surgery](https://jobzonerisk.com/jobs/healthcare/surgery): avg score 72 - [Clinical Support](https://jobzonerisk.com/jobs/healthcare/clinical-support): avg score 56 - [Caregiving](https://jobzonerisk.com/jobs/healthcare/caregiving): avg score 61 - [Pharmacy](https://jobzonerisk.com/jobs/healthcare/pharmacy): avg score 47 - [Laboratory](https://jobzonerisk.com/jobs/healthcare/laboratory): avg score 49 - [Nursing](https://jobzonerisk.com/jobs/healthcare/nursing): avg score 65 - [Health Administration](https://jobzonerisk.com/jobs/healthcare/health-administration): avg score 34 - [Physiotherapy](https://jobzonerisk.com/jobs/healthcare/physiotherapy): avg score 56 - [Occupational Therapy](https://jobzonerisk.com/jobs/healthcare/occupational-therapy): avg score 52 - [Dental](https://jobzonerisk.com/jobs/healthcare/dental): avg score 60 - [Emergency Medicine](https://jobzonerisk.com/jobs/healthcare/emergency-medicine): avg score 71 - [Diagnostic Imaging](https://jobzonerisk.com/jobs/healthcare/diagnostic-imaging): avg score 54 - [Respiratory Sciences](https://jobzonerisk.com/jobs/healthcare/respiratory-sciences): avg score 55 - [Speech & Language Therapy](https://jobzonerisk.com/jobs/healthcare/speech-and-language-therapy): avg score 51 - [Dietetics & Nutrition](https://jobzonerisk.com/jobs/healthcare/dietetics-and-nutrition): avg score 43 - [Mental Health](https://jobzonerisk.com/jobs/healthcare/mental-health): avg score 63 - [Legal & Compliance](https://jobzonerisk.com/jobs/legal-and-compliance): 70 roles, avg score 40 - [Advocacy & Prosecution](https://jobzonerisk.com/jobs/legal-and-compliance/advocacy-and-prosecution): avg score 49 - [General Legal Practice](https://jobzonerisk.com/jobs/legal-and-compliance/general-legal-practice): avg score 37 - [Corporate & Specialist Law](https://jobzonerisk.com/jobs/legal-and-compliance/corporate-and-specialist-law): avg score 44 - [Judiciary](https://jobzonerisk.com/jobs/legal-and-compliance/judiciary): avg score 55 - [Legal Support](https://jobzonerisk.com/jobs/legal-and-compliance/legal-support): avg score 26 - [Library, Museum & Archives](https://jobzonerisk.com/jobs/library-museum-and-archives): 39 roles, avg score 39 - [Library Services](https://jobzonerisk.com/jobs/library-museum-and-archives/library-services): avg score 35 - [Archival & Curation](https://jobzonerisk.com/jobs/library-museum-and-archives/archival-and-curation): avg score 42 - [Manufacturing](https://jobzonerisk.com/jobs/manufacturing): 239 roles, avg score 31 - [Production Operations](https://jobzonerisk.com/jobs/manufacturing/production-operations): avg score 32 - [Quality & Inspection](https://jobzonerisk.com/jobs/manufacturing/quality-and-inspection): avg score 33 - [Warehousing](https://jobzonerisk.com/jobs/manufacturing/warehousing): avg score 17 - [Metal & Plastics Processing](https://jobzonerisk.com/jobs/manufacturing/metal-and-plastics-processing): avg score 30 - [Textile & Garment](https://jobzonerisk.com/jobs/manufacturing/textile-and-garment): avg score 32 - [Chemical & Process Operation](https://jobzonerisk.com/jobs/manufacturing/chemical-and-process-operation): avg score 37 - [Cutting & Forming](https://jobzonerisk.com/jobs/manufacturing/cutting-and-forming): avg score 28 - [Assembly & Fabrication](https://jobzonerisk.com/jobs/manufacturing/assembly-and-fabrication): avg score 31 - [Food Processing](https://jobzonerisk.com/jobs/manufacturing/food-processing): avg score 33 - [Printing & Packaging](https://jobzonerisk.com/jobs/manufacturing/printing-and-packaging): avg score 27 - [Military](https://jobzonerisk.com/jobs/military): 52 roles, avg score 58 - [Ground Combat](https://jobzonerisk.com/jobs/military/ground-combat): avg score 63 - [Air Operations](https://jobzonerisk.com/jobs/military/air-operations): avg score 56 - [Special Operations](https://jobzonerisk.com/jobs/military/special-operations): avg score 75 - [Military Leadership](https://jobzonerisk.com/jobs/military/military-leadership): avg score 61 - [Military Intelligence](https://jobzonerisk.com/jobs/military/military-intelligence): avg score 51 - [Military Support](https://jobzonerisk.com/jobs/military/military-support): avg score 53 - [Public Safety](https://jobzonerisk.com/jobs/public-safety): 112 roles, avg score 53 - [Law Enforcement](https://jobzonerisk.com/jobs/public-safety/law-enforcement): avg score 55 - [Corrections](https://jobzonerisk.com/jobs/public-safety/corrections): avg score 54 - [Emergency Response](https://jobzonerisk.com/jobs/public-safety/emergency-response): avg score 65 - [Dispatch & Communications](https://jobzonerisk.com/jobs/public-safety/dispatch-and-communications): avg score 37 - [Protective Services](https://jobzonerisk.com/jobs/public-safety/protective-services): avg score 50 - [Private Investigation](https://jobzonerisk.com/jobs/public-safety/private-investigation): avg score 35 - [Real Estate & Property](https://jobzonerisk.com/jobs/real-estate-and-property): 42 roles, avg score 35 - [Real Estate Sales](https://jobzonerisk.com/jobs/real-estate-and-property/real-estate-sales): avg score 28 - [Property Management](https://jobzonerisk.com/jobs/real-estate-and-property/property-management): avg score 33 - [Appraisal](https://jobzonerisk.com/jobs/real-estate-and-property/appraisal): avg score 42 - [Religious & Community](https://jobzonerisk.com/jobs/religious-and-community): 30 roles, avg score 54 - [Clergy & Ministry](https://jobzonerisk.com/jobs/religious-and-community/clergy-and-ministry): avg score 54 - [Religious Education](https://jobzonerisk.com/jobs/religious-and-community/religious-education): avg score 55 - [Retail & Service](https://jobzonerisk.com/jobs/retail-and-service): 249 roles, avg score 41 - [Retail](https://jobzonerisk.com/jobs/retail-and-service/retail): avg score 32 - [Food Service](https://jobzonerisk.com/jobs/retail-and-service/food-service): avg score 42 - [Customer Service](https://jobzonerisk.com/jobs/retail-and-service/customer-service): avg score 25 - [Hospitality](https://jobzonerisk.com/jobs/retail-and-service/hospitality): avg score 42 - [Personal Care](https://jobzonerisk.com/jobs/retail-and-service/personal-care): avg score 52 - [Science & Research](https://jobzonerisk.com/jobs/science-and-research): 118 roles, avg score 41 - [Life Sciences](https://jobzonerisk.com/jobs/science-and-research/life-sciences): avg score 45 - [Physical Sciences](https://jobzonerisk.com/jobs/science-and-research/physical-sciences): avg score 40 - [Environmental Science](https://jobzonerisk.com/jobs/science-and-research/environmental-science): avg score 41 - [Social Science](https://jobzonerisk.com/jobs/science-and-research/social-science): avg score 36 - [Mathematics & Statistics](https://jobzonerisk.com/jobs/science-and-research/mathematics-and-statistics): avg score 36 - [Social Services](https://jobzonerisk.com/jobs/social-services): 67 roles, avg score 56 - [Social Work](https://jobzonerisk.com/jobs/social-services/social-work): avg score 55 - [Counselling](https://jobzonerisk.com/jobs/social-services/counselling): avg score 54 - [Childcare](https://jobzonerisk.com/jobs/social-services/childcare): avg score 63 - [Sports & Recreation](https://jobzonerisk.com/jobs/sports-and-recreation): 31 roles, avg score 56 - [Sports Coaching](https://jobzonerisk.com/jobs/sports-and-recreation/sports-coaching): avg score 59 - [Fitness & Exercise](https://jobzonerisk.com/jobs/sports-and-recreation/fitness-and-exercise): avg score 57 - [Leisure Management](https://jobzonerisk.com/jobs/sports-and-recreation/leisure-management): avg score 51 - [Trades & Physical](https://jobzonerisk.com/jobs/trades-and-physical): 369 roles, avg score 60 - [Electrical & Mechanical](https://jobzonerisk.com/jobs/trades-and-physical/electrical-and-mechanical): avg score 65 - [Structural Trades](https://jobzonerisk.com/jobs/trades-and-physical/structural-trades): avg score 63 - [Finishing Trades](https://jobzonerisk.com/jobs/trades-and-physical/finishing-trades): avg score 66 - [Heavy Equipment](https://jobzonerisk.com/jobs/trades-and-physical/heavy-equipment): avg score 58 - [Construction Support](https://jobzonerisk.com/jobs/trades-and-physical/construction-support): avg score 58 - [Automotive](https://jobzonerisk.com/jobs/trades-and-physical/automotive): avg score 60 - [Welding](https://jobzonerisk.com/jobs/trades-and-physical/welding): avg score 60 - [Plumbing & Pipefitting](https://jobzonerisk.com/jobs/trades-and-physical/plumbing-and-pipefitting): avg score 67 - [HVAC](https://jobzonerisk.com/jobs/trades-and-physical/hvac): avg score 67 - [Painting & Finishing](https://jobzonerisk.com/jobs/trades-and-physical/painting-and-finishing): avg score 53 - [Roofing](https://jobzonerisk.com/jobs/trades-and-physical/roofing): avg score 74 - [Masonry](https://jobzonerisk.com/jobs/trades-and-physical/masonry): avg score 64 - [Machining & CNC](https://jobzonerisk.com/jobs/trades-and-physical/machining-and-cnc): avg score 34 - [Equipment & Vehicle Repair](https://jobzonerisk.com/jobs/trades-and-physical/equipment-and-vehicle-repair): avg score 59 - [Specialist Repair & Restoration](https://jobzonerisk.com/jobs/trades-and-physical/specialist-repair-and-restoration): avg score 61 - [Facility Services](https://jobzonerisk.com/jobs/trades-and-physical/facility-services): avg score 55 - [Transportation](https://jobzonerisk.com/jobs/transportation): 168 roles, avg score 46 - [Transport & Logistics](https://jobzonerisk.com/jobs/transportation/transport-and-logistics): avg score 45 - [Trucking](https://jobzonerisk.com/jobs/transportation/trucking): avg score 51 - [Public Transit](https://jobzonerisk.com/jobs/transportation/public-transit): avg score 45 - [Aviation](https://jobzonerisk.com/jobs/transportation/aviation): avg score 54 - [Rail](https://jobzonerisk.com/jobs/transportation/rail): avg score 51 - [Delivery & Courier](https://jobzonerisk.com/jobs/transportation/delivery-and-courier): avg score 27 - [Logistics & Supply Chain](https://jobzonerisk.com/jobs/transportation/logistics-and-supply-chain): avg score 27 - [Maritime](https://jobzonerisk.com/jobs/transportation/maritime): avg score 57 - [Utilities & Energy](https://jobzonerisk.com/jobs/utilities-and-energy): 110 roles, avg score 51 - [Power Generation](https://jobzonerisk.com/jobs/utilities-and-energy/power-generation): avg score 55 - [Water & Wastewater](https://jobzonerisk.com/jobs/utilities-and-energy/water-and-wastewater): avg score 54 - [Drilling & Extraction](https://jobzonerisk.com/jobs/utilities-and-energy/drilling-and-extraction): avg score 42 - [Refining & Gas Processing](https://jobzonerisk.com/jobs/utilities-and-energy/refining-and-gas-processing): avg score 44 - [Telecommunications](https://jobzonerisk.com/jobs/utilities-and-energy/telecommunications): avg score 55 - [Mining Operations](https://jobzonerisk.com/jobs/utilities-and-energy/mining-operations): avg score 43 - [Veterinary & Animal Care](https://jobzonerisk.com/jobs/veterinary-and-animal-care): 57 roles, avg score 60 - [Veterinary Practice](https://jobzonerisk.com/jobs/veterinary-and-animal-care/veterinary-practice): avg score 69 - [Veterinary Support](https://jobzonerisk.com/jobs/veterinary-and-animal-care/veterinary-support): avg score 50 - [Animal Care](https://jobzonerisk.com/jobs/veterinary-and-animal-care/animal-care): avg score 59 ## Stats & Research - [AI Labor Market Statistics [Mar 2026]](https://jobzonerisk.com/stats/ai-labor-market-statistics) - [Most In-Demand Jobs Right Now [Mar 2026]](https://jobzonerisk.com/stats/most-in-demand-jobs) - [AI and Job Loss Statistics [Mar 2026 Data]](https://jobzonerisk.com/stats/ai-and-job-loss) - [AI Layoffs Statistics & Tracker [Mar 2026]](https://jobzonerisk.com/stats/ai-layoffs) - [What Jobs Are Safe From AI? [Mar 2026]](https://jobzonerisk.com/stats/what-jobs-are-safe-from-ai) - [Jobs That AI Cannot Replace [Mar 2026]](https://jobzonerisk.com/stats/jobs-that-ai-cannot-replace) - [AI Statistics [Mar 2026 Data + Trends]](https://jobzonerisk.com/stats/ai-statistics) - [AI Hype vs Reality (2026): We Scored 3,035+ Jobs](https://jobzonerisk.com/stats/ai-hype-vs-reality) - [Fastest Growing Jobs [Mar 2026]](https://jobzonerisk.com/stats/fastest-growing-jobs) - [What Jobs Will AI Replace by 2030? [Mar 2026]](https://jobzonerisk.com/stats/what-jobs-will-ai-replace-by-2030) - [AI and Unemployment [Mar 2026]](https://jobzonerisk.com/stats/ai-and-unemployment) - [Will AI Replace Humans? [Mar 2026 Analysis]](https://jobzonerisk.com/stats/ai-will-replace-humans) - [AI and the Future of Work [Mar 2026]](https://jobzonerisk.com/stats/ai-and-the-future-of-work) - [How Many Jobs Will AI Replace by 2050? [Mar 2026]](https://jobzonerisk.com/stats/how-many-jobs-will-ai-replace-by-2050) - [Jobs Most at Risk From AI [Mar 2026]](https://jobzonerisk.com/stats/jobs-most-at-risk-from-ai) - [Jobs Becoming Obsolete [Mar 2026]](https://jobzonerisk.com/stats/jobs-becoming-obsolete) - [Most AI-Proof Jobs [Mar 2026]](https://jobzonerisk.com/stats/most-ai-proof-jobs) - [Jobs AI Will Create [Mar 2026]](https://jobzonerisk.com/stats/jobs-ai-will-create) - [Impact of AI on Employment [Mar 2026]](https://jobzonerisk.com/stats/impact-of-ai-on-employment) - [High Paying AI-Proof Jobs [Mar 2026]](https://jobzonerisk.com/stats/high-paying-ai-proof-jobs) - [AI and White-Collar Jobs [Mar 2026]](https://jobzonerisk.com/stats/ai-and-white-collar-jobs) - [AI Job Loss Predictions [Mar 2026]](https://jobzonerisk.com/stats/ai-job-loss-predictions) - [Engineering Jobs AI Can't Replace [Mar 2026]](https://jobzonerisk.com/stats/engineering-jobs-that-ai-cant-replace) - [What Jobs Will AI Replace First? [Mar 2026]](https://jobzonerisk.com/stats/what-jobs-will-ai-replace-first) - [Tech Jobs Safe From AI [Mar 2026]](https://jobzonerisk.com/stats/what-tech-jobs-are-safe-from-ai) - [AI-Proof Jobs of the Future [Mar 2026]](https://jobzonerisk.com/stats/ai-proof-jobs-of-the-future) - [AI Replacing Entry Level Jobs? [Mar 2026]](https://jobzonerisk.com/stats/ai-replacing-entry-level-jobs) - [Cybersecurity Jobs Safe From AI [Mar 2026]](https://jobzonerisk.com/stats/are-cybersecurity-jobs-safe-from-ai) - [Healthcare Jobs Safe From AI [Mar 2026]](https://jobzonerisk.com/stats/healthcare-jobs-safe-from-ai) - [Finance Jobs Safe From AI [Mar 2026]](https://jobzonerisk.com/stats/finance-and-accounting-jobs-safe-from-ai) - [Sales Jobs Safe From AI [Mar 2026]](https://jobzonerisk.com/stats/sales-jobs-safe-from-ai) - [Trade Jobs Safe From AI [Mar 2026]](https://jobzonerisk.com/stats/trade-jobs-safe-from-ai) - [AI & Graphic Design Jobs [Mar 2026]](https://jobzonerisk.com/stats/graphic-design-jobs-ai) - [Blue Collar Jobs Safe From AI [Mar 2026]](https://jobzonerisk.com/stats/blue-collar-jobs-safe-from-ai) - [Job Satisfaction Statistics by Profession [2026]](https://jobzonerisk.com/stats/job-satisfaction-statistics) - [Blue vs White Collar AI Safety [Mar 2026]](https://jobzonerisk.com/stats/blue-collar-vs-white-collar-ai) ## REST API (Authenticated) - [API Documentation](https://jobzonerisk.com/api): Bearer token auth, per-key rate limiting, RFC 7807 errors - GET /api/v1/roles — Search and browse roles (filter by zone, domain, specialism; sort; paginate) - GET /api/v1/roles/:slug — Full role details: scores, specialisms, employment data - GET /api/v1/stats/summary — Total roles, average AIJRI score, zone distribution, workforce coverage - GET /api/v1/stats/zones — Zone counts and BLS employment per zone - GET /api/v1/stats/domains — Domain role counts, average scores, zone distribution - GET /api/v1/rankings/top?n=10 — Top N safest roles (max 100) - GET /api/v1/rankings/bottom?n=10 — Top N most at-risk roles - GET /api/v1/rankings/domain/:domain/top — Safest roles within a domain - GET /api/v1/rankings/domain/:domain/bottom — Most at-risk roles within a domain ## Widget API (Public, No Auth) - Search roles (JSON): https://jobzonerisk.com/api/widget/search?q=term - Lookup role (JSON): https://jobzonerisk.com/api/widget/job/:slug - Top/bottom roles (JSON): https://jobzonerisk.com/api/widget/top?list=safest ## Embed - [Embeddable widget](https://jobzonerisk.com/embed): Search, badge, and top-list widget modes with theme selector ## Full Content - [https://jobzonerisk.com/llms-full.txt](https://jobzonerisk.com/llms-full.txt): Methodology detail, zone definitions, FAQs, top/bottom 10 example roles with summaries, domain overview