Where human purpose has been, and where it is going.
A free, citation-backed timeline of how human contribution changes over time. Start with any of 511 professions: scrub across two centuries and see employment, wages, tool eras, and the projection cone. Every datapoint cited.
Travel agents fell to 37,190 in the 2021 trough, about a quarter of their 1995 peak of 135,000. See the timeline →
counted in a federal survey cited estimateThe dotted line only connects the dots: nothing between them is invented.
Management→31 roles
- General and Operations Managers ↗3.5M workers · 193 yrs covered
Latest tool eraAI management layer — Microsoft 365 Copilot (2023), Asana AI (2025), Tableau Pulse (2024), Agentforce Operations (2026)
- Financial Managers ↗869k workers · 194 yrs covered
Latest tool eraAgentic AI finance platforms (BlackLine Verity, HighRadius, Workday AI Planning Agent, Copilot for Finance)
- Computer and Information Systems Managers ↗671k workers · 72 yrs covered
Latest tool eraGenerative AI governance — ChatGPT enterprise (2023), Chief AI Officer titles, AI security surface
- Sales Managers ↗637k workers · 126 yrs covered
Latest tool eraGenerative AI sales coaching — Salesforce Einstein GPT (2023), HubSpot ChatSpot (2023), Microsoft Sales Copilot (2023)
- Medical and Health Services Managers ↗597k workers · 135 yrs covered
Latest tool eraAI operations platforms — Epic Cosmos AI, Oracle Health Clinical AI Agent, AKASA, Innovaccer
- Construction Managers ↗550k workers · 171 yrs covered
Latest tool eraAI agents for construction management (Procore AI, OpenSpace, ALICE Technologies, Togal.AI)
- Property, Real Estate, and Community Association Managers ↗466k workers · 174 yrs covered
Latest tool eraAI leasing assistants, AI maintenance routing, and AI financial reporting (Meet Elise 2021, PropertyMeld, AppFolio Realm-X 2024)
- Marketing Managers ↗395k workers · 103 yrs covered
Latest tool eraGenerative AI copywriting (ChatGPT, Claude, Jasper, Copy.ai) + AI ad-creative (Meta Advantage+, Google Performance Max) + AI-native analytics
- Food Service Managers ↗353k workers · 207 yrs covered
Latest tool eraAI restaurant management platforms (7shifts AI, Restaurant365 Intelligence, MarginEdge, Winnow, Toast AI)
- Education Administrators, Kindergarten through Secondary ↗333k workers · 197 yrs covered
Latest tool eraAI administrative tools for school leaders: MagicSchool AI, PowerSchool AI, ParentSquare, GoGuardian Beacon
- Administrative Services Managers ↗254k workers · 164 yrs covered
Latest tool eraGenerative AI productivity layer (Microsoft 365 Copilot, ServiceNow Now Assist, Asana AI)
- Industrial Production Managers ↗242k workers · 154 yrs covered
Latest tool eraAI scheduling copilots and predictive maintenance AI (Siemens Industrial Copilot, Plex AI Copilot, Augury AI)
- Education Administrators, Postsecondary ↗227k workers · 280 yrs covered
Latest tool eraAI-native student-success and enrollment platforms (EAB Navigate360, Element451, Mainstay AI, Civitas Learning)
- Human Resources Managers ↗222k workers · 133 yrs covered
Latest tool eraAI HR agents + algorithmic compliance governance (Workday Illuminate, Visier, EEOC AI enforcement era)
- Transportation, Storage, and Distribution Managers ↗221k workers · 165 yrs covered
Latest tool eraCOVID crisis + generative AI demand forecasting (o9 Solutions, Blue Yonder) + reshoring-driven growth
- Social and Community Service Managers ↗220k workers · 157 yrs covered
Latest tool eraAI grant writing + donor intelligence + outcome analytics AI (augmentation era)
- Architectural and Engineering Managers ↗213k workers · 182 yrs covered
Latest tool eraAI construction intelligence (Doxel, Procore AI agents, Bluebeam Max, generative design)
- Chief Executives ↗204k workers · 223 yrs covered
Latest tool eraAI decision support — board-meeting assistants, strategy-memo drafting, LLM executive tools (2023+)
- Facilities Managers ↗141k workers · 164 yrs covered
Latest tool eraAI-driven predictive maintenance, smart building platforms, and hybrid-work space analytics
- Natural Sciences Managers ↗104k workers · 158 yrs covered
Latest tool eraAI research intelligence (AlphaFold, generative chemistry, AI-assisted ELN, large language models for grant writing)
- Purchasing Managers ↗84k workers · 168 yrs covered
Latest tool eraAI sourcing optimization and autonomous procurement agents (Coupa Navi, SAP Joule, Keelvar era)
- Public Relations Managers ↗83k workers · 134 yrs covered
Latest tool eraGenerative AI and agentic PR tools (Meltwater Mira, CisionOne AI, Muck Rack Media List Agent, Prowly AI)
- Education and Childcare Administrators, Preschool and Daycare ↗72k workers · 180 yrs covered
Latest tool eraAI enrollment planning and voice-agent triage (Procare RoomRunner 2026, Playground Camber)
- Lodging Managers ↗52k workers · 244 yrs covered
Latest tool eraAI revenue management + AI guest messaging + AI housekeeping optimization
- Training and Development Managers ↗45k workers · 162 yrs covered
Latest tool eraGenerative AI in learning design (AI course authoring, skills intelligence platforms, AI coaching)
- Fundraising Managers ↗37k workers · 129 yrs covered
Latest tool eraAI-powered donor analytics, predictive giving models, generative content (Virtuous, Dataro, Keela + ChatGPT)
- Entertainment and Recreation Managers, Except Gambling ↗37k workers · 128 yrs covered
Latest tool eraAI scheduling, wearable-data integration, and predictive facility management platforms
- Funeral Home Managers ↗32k workers · 205 yrs covered
Latest tool eraAI-assisted funeral management: obituary tools, CRM, chain-of-custody, digital memorials
- Advertising and Promotions Managers ↗27k workers · 165 yrs covered
Latest tool eraAutonomous AI campaign management (Google Performance Max 2021, Meta Advantage+, Albert AI, Adobe GenStudio)
- Compensation and Benefits Managers ↗21k workers · 124 yrs covered
Latest tool eraPay transparency laws + AI pay-equity analytics (Syndio, Trusaic, Workday Illuminate 2025)
- Emergency Management Directors ↗13k workers · 93 yrs covered
Latest tool eraAI-powered situational intelligence stack (Dataminr, Pano AI, ArcGIS GeoAI, WebEOC Nexus AI)
Business & Finance→26 roles
- Accountants and Auditors ↗1.4M workers · 147 yrs covered
Latest tool eraGenerative AI bookkeeping agents — Pilot, Vic.ai autonomous AP, Klarity
- Management Analysts ↗1.1M workers · 148 yrs covered
Latest tool eraLarge language models and firm-specific AI platforms (McKinsey Lilli, BCG Deckster, Bain Aura, Deloitte Zora)
- Project Management Specialists ↗1.0M workers · 117 yrs covered
Latest tool eraAI-native PM agents (Asana AI, ClickUp Brain, Atlassian Rovo, Monday.com AI, Smartsheet Smart Agent)
- Market Research Analysts and Marketing Specialists ↗942k workers · 123 yrs covered
Latest tool eraGenerative AI platforms (Quantilope quinn, Qualtrics Edge, Outset.ai, Brandwatch Iris AI)
- Human Resources Specialists ↗912k workers · 133 yrs covered
Latest tool eraAgentic HR AI + AI-bias governance — Workday AI agents, ServiceNow, Moveworks, Workday class-action (2024)
- Purchasing Agents, Except Wholesale, Retail, and Farm Products ↗522k workers · 119 yrs covered
Latest tool eraGenerative AI procurement agents + COVID nearshoring + Russia-Ukraine sanctions layer
- Training and Development Specialists ↗452k workers · 162 yrs covered
Latest tool eraGenerative AI authoring tools and AI-native LMS (Synthesia, Articulate AI, Sana Labs, Cornerstone Galaxy)
- Compliance Officers ↗418k workers · 100 yrs covered
Latest tool eraAI-powered compliance surveillance and the AI governance mandate (generative AI era)
- Financial and Investment Analysts ↗369k workers · 134 yrs covered
Latest tool eraAI-native research platforms -- AlphaSense, Hebbia, Daloopa, and enterprise LLM assistants
- Claims Adjusters, Examiners, and Investigators ↗324k workers · 282 yrs covered
Latest tool eraGenerative AI claim adjustment — autonomous FNOL, LLM-assisted investigation
- Loan Officers ↗274k workers · 252 yrs covered
Latest tool eraAI underwriting models — Upstart's neural network, bank LLM integrations
- Personal Financial Advisors ↗267k workers · 65 yrs covered
Latest tool eraAI-augmented financial planning — FP Alpha, Morgan Stanley AI Assistant, Conquest Planning
- Logisticians ↗241k workers · 254 yrs covered
Latest tool eraAI-native supply chain platforms (Kinaxis Maestro, o9 Solutions, Blue Yonder, generative AI)
- Cost Estimators ↗224k workers · 141 yrs covered
Latest tool eraAI quantity takeoff — Togal.AI, Buildots, Spetz, AI-assisted document analysis
- Meeting, Convention, and Event Planners ↗156k workers · 106 yrs covered
Latest tool eraAI event intelligence platforms (CventIQ 2025, Reposite PlanPilot, Bizzabo BizzyAI)
- Fundraisers ↗134k workers · 129 yrs covered
Latest tool eraAI prospect research, grant-writing automation, and CRM AI agents
- Insurance Underwriters ↗127k workers · 334 yrs covered
Latest tool eraAI-powered underwriting platforms + large language models (agentic AI era)
- Compensation, Benefits, and Job Analysis Specialists ↗107k workers · 111 yrs covered
Latest tool eraAI pay-equity analytics and LLM-assisted job description tools (Syndio, Trusaic, Textio, Pequity)
- Tax Preparers ↗76k workers · 121 yrs covered
Latest tool eraIRS Direct File pilot (2024) + Intuit GenAI Tax Assist + AI-powered preparation
- Credit Analysts ↗68k workers · 193 yrs covered
Latest tool eraAI-native credit analysis platforms and large language model integration (Moody's CreditLens AI, ChatGPT, Claude, Numerated)
- Labor Relations Specialists ↗65k workers · 120 yrs covered
Latest tool eraAI legal research and contract drafting (Harvey AI, Bloomberg Law Labor AI, LexisNexis Lexis+ AI)
- Financial Examiners ↗65k workers · 171 yrs covered
Latest tool eraAI-assisted examination: BankRegData, NICE Actimize, Hummingbird, and SupTech platforms
- Financial Risk Specialists ↗61k workers · 60 yrs covered
Latest tool eraAI-augmented risk analytics: Bloomberg PORT AI, MSCI Climate Lab, Quantexa, Claude/ChatGPT
- Tax Examiners and Collectors, and Revenue Agents ↗58k workers · 243 yrs covered
Latest tool eraAI tax research platforms and LLM-assisted workpaper drafting (Checkpoint AI, Bloomberg Tax + AI)
- Budget Analysts ↗50k workers · 113 yrs covered
Latest tool eraAI-native FP&A: Workday Adaptive Planning AI (Illuminate), Anaplan CoPlanner, Datarails CFO Copilot, Microsoft Copilot for Finance
- Credit Counselors ↗32k workers · 83 yrs covered
Latest tool eraAI intake tools and generative AI for financial education (Cleo, Albert, MMI AI intake, ChatGPT/Claude)
Tech & Data→19 roles
- Software Developers ↗1.7M workers · 89 yrs covered
Latest tool eraAgentic coding goes multi-vendor: Claude Code, OpenAI Codex, Cursor, Copilot
- Computer User Support Specialists ↗730k workers · 53 yrs covered
Latest tool eraAgentic AI service desks (Moveworks, Freshservice Freddy, ServiceNow Autonomous Workforce)
- Computer Systems Analysts ↗521k workers · 71 yrs covered
Latest tool eraGenerative AI and agentic enterprise software (SAP Joule, Salesforce Agentforce, Atlassian Rovo, Celonis)
- Network and Computer Systems Administrators ↗332k workers · 65 yrs covered
Latest tool eraAgentic AIOps: Datadog Bits AI SRE (2025), Dynatrace Davis AI, Azure Copilot Agents, Ansible Lightspeed
- Data Scientists ↗246k workers · 72 yrs covered
Latest tool eraLLM-powered tools + agentic notebooks (ChatGPT Nov 2022, GitHub Copilot, Hex Magic, Databricks Genie Code)
- Software Quality Assurance Analysts and Testers ↗202k workers · 78 yrs covered
Latest tool eraAI-native test automation (Mabl 2017, QA Wolf, Testim, Diffblue Cover)
- Information Security Analysts ↗191k workers · 45 yrs covered
Latest tool eraAI-augmented SOC (CrowdStrike Charlotte AI, Microsoft Security Copilot 2024)
- Computer Network Architects ↗179k workers · 65 yrs covered
Latest tool eraAI-native network management + agentic AIOps (Juniper Mist, Forward Networks, Kentik AI)
- Computer Network Support Specialists ↗146k workers · 51 yrs covered
Latest tool eraAIOps platforms + agentic network intelligence (Juniper Mist, Cisco ThousandEyes AI Assistant, Dynatrace Davis AI)
- Web and Digital Interface Designers ↗129k workers · 41 yrs covered
Latest tool eraGenerative AI design tools: Figma Make, v0, Framer AI (prompt-to-UI era)
- Operations Research Analysts ↗112k workers · 97 yrs covered
Latest tool eraLLM-augmented optimization (Cursor + Claude Code for PuLP/Gurobi scaffolding, AI supply chain platforms)
- Computer Programmers ↗92k workers · 89 yrs covered
Latest tool eraGitHub Copilot GA (June 21, 2022) + Cursor + Claude Code — AI-native coding
- Web Developers ↗86k workers · 43 yrs covered
Latest tool eraAI code generation: GitHub Copilot (2021), Cursor (2023), v0/Bolt.new/Lovable (2023-2024)
- Database Administrators ↗73k workers · 71 yrs covered
Latest tool eraAutonomous databases and AI-native tooling: Oracle ADB (2018), pganalyze, Datadog DBM, GitHub Copilot in SSMS
- Database Architects ↗67k workers · 66 yrs covered
Latest tool eraAI-assisted schema design and semantic layer tools (dbt Copilot 2025, Snowflake Cortex Analyst, Databricks Genie)
- Computer and Information Research Scientists ↗40k workers · 88 yrs covered
Latest tool eraLLM-assisted research tools (Elicit, Semantic Scholar AI, GitHub Copilot, formal proof assistants)
- Statisticians ↗32k workers · 195 yrs covered
Latest tool eraAI-augmented statistics: GitHub Copilot, Jupyter AI, Julius AI, and the LLM-validation demand surge
- Actuaries ↗27k workers · 272 yrs covered
Latest tool eraGenerative AI for actuarial memos, IFRS 17 reporting, and reserve narratives
- Mathematicians ↗2k workers · 158 yrs covered
Latest tool eraAI proof assistants and reasoning models (AlphaProof, OpenAI o3, Mathematica LLM)
Engineering→28 roles
- Civil Engineers ↗368k workers · 240 yrs covered
Latest tool eraIIJA infrastructure buildout + Autodesk Forma generative AI + climate-resilience engineering
- Industrial Engineers ↗351k workers · 156 yrs covered
Latest tool eraAI process mining + digital twins + supply-chain AI (Celonis, AnyLogic AI, Kinaxis Maestro)
- Mechanical Engineers ↗293k workers · 187 yrs covered
Latest tool eraAI-native design: generative topology optimization, simulation surrogates, and PLM copilots
- Electrical Engineers ↗199k workers · 150 yrs covered
Latest tool eraCHIPS Act + AI-datacenter power systems + IRA electrification (infrastructure super-cycle)
- Architectural and Civil Drafters ↗110k workers · 214 yrs covered
Latest tool eraGenerative design and AI-assisted layout (Autodesk Forma, AI assistants in Civil 3D)
- Architects, Except Landscape and Naval ↗107k workers · 177 yrs covered
Latest tool eraGenerative AI for architectural design (Midjourney, Stable Diffusion, Veras, Maket, Autodesk Forma AI, Architechtures)
- Electronics Engineers, Except Computer ↗96k workers · 122 yrs covered
Latest tool eraAI-native EDA: Cadence Allegro X AI, HFSS Engineering Copilot, Keysight PathWave AI Engine, Spectre AI
- Electrical and Electronic Engineering Technologists and Technicians ↗94k workers · 93 yrs covered
Latest tool eraAI-native test tools: NI TestStand AI, MATLAB AI Copilot, GitHub Copilot for SCPI, Altium 365 AI
- Computer Hardware Engineers ↗77k workers · 88 yrs covered
Latest tool eraAI-native EDA and the CHIPS Act (Cadence Cerebrus, Synopsys DSO.ai, NVIDIA ChipNeMo)
- Industrial Engineering Technologists and Technicians ↗73k workers · 151 yrs covered
Latest tool eraAI-powered time study video analysis and vision inspection (Kaizen Copilot, VisionAI)
- Aerospace Engineers ↗72k workers · 131 yrs covered
Latest tool eraAI-accelerated simulation: Ansys SimAI, NVIDIA Modulus, MDO AI copilots (2022-present)
- Civil Engineering Technologists and Technicians ↗62k workers · 164 yrs covered
Latest tool eraAI-assisted design + LiDAR mobile mapping + autonomous construction monitoring
- Surveying and Mapping Technicians ↗57k workers · 249 yrs covered
Latest tool eraDrone photogrammetry, LiDAR, and AI-assisted point cloud processing (2010s to present)
- Surveyors ↗56k workers · 286 yrs covered
Latest tool eraDrone photogrammetry and AI point-cloud processing (from 2015)
- Mechanical Drafters ↗40k workers · 224 yrs covered
Latest tool eraCloud-native CAD, model-based definition, and AI-assisted design (Fusion 360 2013, Onshape 2015, generative AI 2023+)
- Environmental Engineers ↗39k workers · 184 yrs covered
Latest tool eraAI-powered environmental monitoring, GHG accounting, and geospatial analysis (IBM EIS, ArcGIS GeoAI, Watershed AI, Persefoni)
- Mechanical Engineering Technologists and Technicians ↗37k workers · 88 yrs covered
Latest tool eraAI-assisted simulation and generative design (Ansys SimAI, Autodesk Fusion 360 generative)
- Health and Safety Engineers, Except Mining Safety Engineers and Inspectors ↗24k workers · 157 yrs covered
Latest tool eraAI-powered safety monitoring and augmentation (computer vision, wearable AI, generative AI)
- Materials Engineers ↗23k workers · 163 yrs covered
Latest tool eraAI materials informatics: GNoME, Citrine Platform, Schrodinger, Azure Quantum Elements
- Bioengineers and Biomedical Engineers ↗22k workers · 86 yrs covered
Latest tool eraAI-accelerated simulation, generative geometry, and LLM-assisted regulatory document drafting (Ansys SimAI, NVIDIA Clara, Elicit, Greenlight Guru AI)
- Landscape Architects ↗22k workers · 171 yrs covered
Latest tool eraAI-assisted design: Land F/X AI plant wizard, Lumion 2025 AI object recognition, ArcGIS GeoAI, ChatGPT for specs and proposals
- Chemical Engineers ↗22k workers · 146 yrs covered
Latest tool eraAI process simulation and real-time optimization: Aspen Plus AI, Honeywell Forge, Seeq, IBM RXN
- Petroleum Engineers ↗20k workers · 120 yrs covered
Latest tool eraAutonomous drilling and AI production optimization (SLB DrillOps, Baker Hughes Leucipa, Novi Labs)
- Nuclear Engineers ↗15k workers · 92 yrs covered
Latest tool eraGPU-accelerated Monte Carlo and AI plant monitoring: OpenMC GPU, Westinghouse Lumen, INL RAVEN
- Cartographers and Photogrammetrists ↗13k workers · 182 yrs covered
Latest tool eraAI feature extraction and automated photogrammetry (ArcGIS Pro AI, Pix4Dmapper AI, Google Earth Engine ML)
- Marine Engineers and Naval Architects ↗9k workers · 175 yrs covered
Latest tool eraAI hull optimization, digital twins, and generative design (NAPA Designer AI, ABS Eagle FE-DLA, DNV Veracity)
- Mining and Geological Engineers, Including Mining Safety Engineers ↗7k workers · 171 yrs covered
Latest tool eraML-driven mineral exploration and AI mine planning: KoBold Metals, Deswik AI scheduling, Leapfrog ML (critical-minerals era)
- Agricultural Engineers ↗2k workers · 129 yrs covered
Latest tool eraAI-guided autonomous equipment, computer vision weeding robots, and LLM-assisted engineering design
Science→27 roles
- Medical Scientists, Except Epidemiologists ↗172k workers · 136 yrs covered
Latest tool eramRNA platform + AI-accelerated drug discovery + LLM research tools
- Occupational Health and Safety Specialists ↗128k workers · 167 yrs covered
Latest tool eraAI and computer vision: real-time monitoring, predictive analytics, and EHS AI agents
- Chemists ↗87k workers · 314 yrs covered
Latest tool eraAI-native chemistry: IBM RXN retrosynthesis, AlphaFold 3, Schrodinger FEP+, Citrine active-learning DOE
- Environmental Scientists and Specialists, Including Health ↗85k workers · 164 yrs covered
Latest tool eraAI-assisted environmental analysis (Google Earth Engine AI, ClimateAi, SpheraCloud, PFAS AI tools)
- Biological Technicians ↗76k workers · 147 yrs covered
Latest tool eraRobotic liquid handlers and electronic lab notebooks (Opentrons 2014, Benchling 2012)
- Clinical and Counseling Psychologists ↗76k workers · 155 yrs covered
Latest tool eraCOVID-19 telehealth normalization + 2024 APA AI practice guidelines
- School Psychologists ↗64k workers · 138 yrs covered
Latest tool eraAI writing tools and purpose-built school psychology AI assistants (ChatGPT, School Psych AI, Lightner AI)
- Chemical Technicians ↗56k workers · 158 yrs covered
Latest tool eraAI-assisted instrumentation, automated data pipelines, and robotic liquid handlers
- Urban and Regional Planners ↗45k workers · 141 yrs covered
Latest tool eraPurpose-built planning AI (UrbanFootprint 2020, Replica 2019, TestFit 2018, Symbium 2024, Autodesk Forma 2023)
- Social Science Research Assistants ↗41k workers · 93 yrs covered
Latest tool eraAI research tools: Elicit, Consensus, Otter.ai, Sonix, ATLAS.ti AI, MAXQDA AI Assist, Julius AI, ChatGPT (the automation frontier)
- Environmental Science and Protection Technicians, Including Health ↗39k workers · 64 yrs covered
Latest tool eraLow-cost sensor networks, drone sampling, AI-assisted anomaly detection, and PFAS-era analytical platforms
- Biochemists and Biophysicists ↗36k workers · 160 yrs covered
Latest tool eraAI structure prediction and generative protein design (AlphaFold 2 onward)
- Conservation Scientists ↗29k workers · 101 yrs covered
Latest tool eraGenerative AI, planetary-scale satellite AI, and forest carbon MRV platforms (SpeciesNet, EarthRanger, Pachama, Planet+Claude)
- Geoscientists, Except Hydrologists and Geographers ↗25k workers · 228 yrs covered
Latest tool eraAI seismic interpretation and ML mineral targeting (SLB DELFI, OpendTect AI, KoBold Metals)
- Physicists ↗25k workers · 194 yrs covered
Latest tool eraFoundation models, neural network potentials, and AI-co-authored physics (GNoME, MACE-MP-0, Claude/GPT for derivations)
- Microbiologists ↗21k workers · 152 yrs covered
Latest tool eraAI-assisted microbiology (AlphaFold 2018/2021, WASPLab, DRAGEN, BugSeq)
- Economists ↗18k workers · 259 yrs covered
Latest tool eraLarge language models and AI-assisted research tools (Stata 19 AI, GitHub Copilot, NotebookLM, Bloomberg AI Assist)
- Foresters ↗14k workers · 142 yrs covered
Latest tool eraAI drone inventory, GeoAI stand analysis, and wildfire AI cameras (2022 onward)
- Epidemiologists ↗12k workers · 184 yrs covered
Latest tool eraLarge language models + AI synthesis tools (Elicit, PubMedBERT, EpiNow2 Bayesian pipelines)
- Atmospheric and Space Scientists ↗9k workers · 165 yrs covered
Latest tool eraAI foundation model NWP: GraphCast, ECMWF AIFS, GenCast, Aurora, FourCastNet
- Survey Researchers ↗9k workers · 154 yrs covered
Latest tool eraAI-assisted survey design and synthetic respondents (Qualtrics AI, Caplena, Fairgen)
- Anthropologists and Archeologists ↗9k workers · 155 yrs covered
Latest tool eraDeep learning for site detection, skeletal analysis, and ancient text recovery (ArchAI, Ithaca, ADAF)
- Political Scientists ↗7k workers · 154 yrs covered
Latest tool eraLarge language models, AI annotation tools, and transformer-based analysis
- Industrial-Organizational Psychologists ↗6k workers · 133 yrs covered
Latest tool eraAI hiring tools and algorithmic bias auditing (HireVue, Pymetrics/Harver, NYC LL144, EU AI Act era)
- Sociologists ↗3k workers · 142 yrs covered
Latest tool eraGenerative AI for qualitative coding, literature synthesis, and survey instrument generation
- Historians ↗3k workers · 150 yrs covered
Latest tool eraAI handwritten text recognition + LLM research tools (Transkribus, JSTOR AI, NotebookLM, Ithaca)
- Astronomers ↗2k workers · 193 yrs covered
Latest tool eraJWST + LSST alert brokers + ML simulation emulators (2022 onward)
Social Services→13 roles
- Mental Health Counselors ↗484k workers · 126 yrs covered
Latest tool eraCOVID-19 telehealth normalization + the mental health crisis surge
- Social and Human Service Assistants ↗438k workers · 145 yrs covered
Latest tool eraARP CTC expansion + Medicaid unwinding + AI documentation tools
- Child, Family, and School Social Workers ↗400k workers · 159 yrs covered
Latest tool eraAI documentation tools and early-warning platforms (Casebook AI, Panorama Education, GoGuardian Beacon)
- Substance Abuse, Behavioral Disorder, and Mental Health Counselors ↗368k workers · 98 yrs covered
Latest tool eraCOVID telehealth + ARP $30B + permanent methadone telemedicine (2024)
- Educational, Guidance, and Career Counselors and Advisors ↗353k workers · 126 yrs covered
Latest tool eraAI career assessment + ChatGPT college essay controversy + ARP school MH surge
- Mental Health and Substance Abuse Social Workers ↗193k workers · 136 yrs covered
Latest tool eraAI ambient documentation and AI-assisted case management (Eleos Health, Upheal, Casebook AI)
- Healthcare Social Workers ↗186k workers · 129 yrs covered
Latest tool eraAI documentation assistants and ambient clinical AI (augmentation era)
- Rehabilitation Counselors ↗92k workers · 116 yrs covered
Latest tool eraAI-enhanced case management + labor market AI + assistive technology AI (AWARE/Libera AI features, VocRehabTools, Lightcast Skills Agent)
- Probation Officers and Correctional Treatment Specialists ↗87k workers · 193 yrs covered
Latest tool eraAI-assisted case planning, agentic supervision platforms, and predictive alert systems
- Marriage and Family Therapists ↗78k workers · 103 yrs covered
Latest tool eraAI ambient documentation + teletherapy platform infrastructure (Eleos, Upheal, Blueprint, 2020+)
- Health Education Specialists ↗65k workers · 124 yrs covered
Latest tool eraAI writing, survey, and analysis tools (augmentation era)
- Community Health Workers ↗61k workers · 114 yrs covered
Latest tool eraMobile health apps + telehealth + AI-assisted care navigation tools
- Clergy ↗58k workers · 284 yrs covered
Latest tool eraAI writing and research assistants (ChatGPT, Microsoft Co-Pilot, Grammarly)
Legal→6 roles
- Lawyers ↗755k workers · 333 yrs covered
Latest tool eraFull BigLaw AI stack: CoCounsel, Lexis+ AI, Hebbia, Luminance, Relativity aiR, EvenUp
- Paralegals and Legal Assistants ↗393k workers · 66 yrs covered
Latest tool eraLexis+ AI — LexisNexis generative AI platform (general availability October 2023)
- Title Examiners, Abstractors, and Searchers ↗48k workers · 334 yrs covered
Latest tool eraMachine-learning title underwriting and AI search platforms (States Title/Doma, Pippin Title, SoftPro AI Plus)
- Judges, Magistrate Judges, and Magistrates ↗27k workers · 245 yrs covered
Latest tool eraAI legal research and drafting tools (Harvey, CoCounsel, Lexis+ Protege)
- Judicial Law Clerks ↗15k workers · 152 yrs covered
Latest tool eraGenerative AI legal research and drafting (Harvey, CoCounsel, Lexis+ Protege)
- Arbitrators, Mediators, and Conciliators ↗9k workers · 169 yrs covered
Latest tool eraAI legal research + ODR platforms + AI document analysis
Education→51 roles
- Elementary School Teachers, Except Special Education ↗1.4M workers · 245 yrs covered
Latest tool eraChatGPT and AI lesson-prep tools — the administrative hour reclaimed
- Secondary School Teachers ↗1.1M workers · 213 yrs covered
Latest tool eraChatGPT and AI writing tools — the assessment integrity crisis
- Middle School Teachers, Except Special and Career/Technical Education ↗620k workers · 125 yrs covered
Latest tool eraChatGPT and AI tutors — assessment integrity crisis at the grade band most exposed
- Substitute Teachers, Short-Term ↗510k workers · 182 yrs covered
Latest tool eraAI lesson-planning tools: MagicSchool, Brisk Teaching, Nearpod AI Create
- Preschool Teachers, Except Special Education ↗479k workers · 178 yrs covered
Latest tool eraAI lesson-planning tools + AAP screen-time guidelines as a hard constraint
- Self-Enrichment Teachers ↗418k workers · 208 yrs covered
Latest tool eraAI curriculum builders and creator tools (MagicSchool, Kajabi AI, Synthesia, 2023)
- Health Specialties Teachers, Postsecondary ↗290k workers · 271 yrs covered
Latest tool eraGenerative AI for medical education (ChatGPT Edu, BoardVitals AI, Osmosis AI, Elicit)
- Instructional Coordinators ↗228k workers · 91 yrs covered
Latest tool eraAI lesson-planning tools — ChatGPT, MagicSchool AI, Brisk Teaching, Khanmigo targeting the core of the role
- Special Education Teachers, Elementary School ↗204k workers · 217 yrs covered
Latest tool eraAI IEP generators and adaptive content platforms: MagicSchool AI, Goalbook, n2y Polaris, Floreo VR
- Tutors ↗175k workers · 334 yrs covered
Latest tool eraAI tutoring agents (Khanmigo, Synthesis Tutor, Duolingo Max, ChatGPT)
- Special Education Teachers, Secondary School ↗164k workers · 217 yrs covered
Latest tool eraAI-assisted IEP writing and transition planning (MagicSchool AI, Goalbook Threads, n2y Polaris, Naviance AI)
- Teaching Assistants, Postsecondary ↗155k workers · 158 yrs covered
Latest tool eraGenerative AI tutoring and course-content tools (Khanmigo 2023, MagicSchool AI 2023, NotebookLM 2023)
- Librarians and Media Collections Specialists ↗134k workers · 158 yrs covered
Latest tool eraGenerative AI — ChatGPT, AI research tools (Elicit, Consensus, Scite), OCLC AI cataloging
- Art, Drama, and Music Teachers, Postsecondary ↗123k workers · 169 yrs covered
Latest tool eraGenerative AI in arts education: Midjourney, Suno, Runway, ElevenLabs (the curriculum disruption era)
- Career/Technical Education Teachers, Postsecondary ↗122k workers · 172 yrs covered
Latest tool eraGenerative AI in CTE curriculum + AI adaptive assessment (ChatGPT Edu, Eduwhere, Turnitin AI)
- Kindergarten Teachers, Except Special Education ↗117k workers · 178 yrs covered
Latest tool eraAI assessment and lesson-planning platforms: ESGI, MagicSchool AI, Amira Learning, ClassDojo AI Tutor
- Career/Technical Education Teachers, Secondary School ↗104k workers · 117 yrs covered
Latest tool eraAI lesson-planning tools, AI mock-interview bots, and AI-embedded trade tools
- Business Teachers, Postsecondary ↗103k workers · 154 yrs covered
Latest tool eraGenerative AI in business education (ChatGPT Edu, Gradescope AI grading, NotebookLM)
- Special Education Teachers, Elementary School ↗95k workers · 217 yrs covered
Latest tool eraMagic School AI (2023) + Goalbook IEP tools + Microsoft Reading Coach — AI-assisted IEP drafting
- Nursing Instructors and Teachers, Postsecondary ↗92k workers · 161 yrs covered
Latest tool eraGenerative AI tutoring + virtual patient simulation (ChatGPT Edu, vSim, Body Interact, UWorld AI era)
- Education Teachers, Postsecondary ↗75k workers · 195 yrs covered
Latest tool eraGenerative AI for lesson planning, rubric generation, and literature synthesis (AI-augmented pedagogy era)
- Library Technicians ↗74k workers · 111 yrs covered
Latest tool eraAI-assisted cataloging and ILL routing (OCLC Connexion AI 2025; Ex Libris Alma AI Metadata Assistant 2025)
- English Language and Literature Teachers, Postsecondary ↗72k workers · 263 yrs covered
Latest tool eraGenerative AI writing tools and AI detection (ChatGPT November 2022, Turnitin AI detection April 2023)
- Biological Science Teachers, Postsecondary ↗66k workers · 258 yrs covered
Latest tool eraGenerative AI, AlphaFold, and AI-assisted biology tools (2022-present)
- Mathematical Science Teachers, Postsecondary ↗59k workers · 307 yrs covered
Latest tool eraAI mathematics tools: GPT-4 + Wolfram Alpha Pro, AlphaGeometry, DeepSeek-Math, OpenAI o3, ALEKS + Khanmigo
- Psychology Teachers, Postsecondary ↗53k workers · 159 yrs covered
Latest tool eraGenerative AI: ChatGPT Edu, virtual simulated patients, and AI research synthesis (HeyGen, Elicit, NotebookLM)
- Engineering Teachers, Postsecondary ↗50k workers · 211 yrs covered
Latest tool eraGenerative AI tools (ChatGPT, MATLAB Copilot, Ansys SimAI, GitHub Copilot for Education)
- Computer Science Teachers, Postsecondary ↗45k workers · 81 yrs covered
Latest tool eraLarge language model coding assistants (GitHub Copilot, ChatGPT Edu, Codio Coach)
- Communications Teachers, Postsecondary ↗36k workers · 155 yrs covered
Latest tool eraGenerative AI and synthetic media (ChatGPT Nov 2022, Midjourney 2022, deepfake proliferation)
- Law Teachers, Postsecondary ↗30k workers · 260 yrs covered
Latest tool eraGenerative AI in legal research and teaching (Harvey, CoCounsel, Lexis+ Protege, ChatGPT Edu)
- Philosophy and Religion Teachers, Postsecondary ↗27k workers · 322 yrs covered
Latest tool eraLarge language models, AI text tools, and AI-assisted research platforms (LLM disruption era)
- Chemistry Teachers, Postsecondary ↗25k workers · 187 yrs covered
Latest tool eraGenerative AI in chemistry education (ChatGPT, Gradescope AI, AlphaFold, Reaxys AI Search)
- History Teachers, Postsecondary ↗25k workers · 158 yrs covered
Latest tool eraGenerative AI: ChatGPT, JSTOR AI Research Tool, NotebookLM (large language model era)
- Political Science Teachers, Postsecondary ↗22k workers · 177 yrs covered
Latest tool eraLarge language models and AI research tools (Elicit, NotebookLM, ChatGPT, BERTopic)
- Foreign Language and Literature Teachers, Postsecondary ↗21k workers · 234 yrs covered
Latest tool eraAI conversation tutors, LLM translation, and AI academic tools (Duolingo Max, DeepL, ChatGPT Edu)
- Physics Teachers, Postsecondary ↗17k workers · 307 yrs covered
Latest tool eraGenerative AI physics tools (Wolfram Notebook Assistant, MATLAB Copilot, ChatGPT, Khanmigo)
- Social Work Teachers, Postsecondary ↗17k workers · 136 yrs covered
Latest tool eraAI client simulation (Mursion) + AI documentation training (Eleos Health) + generative AI course scaffolding (ChatGPT Edu)
- Criminal Justice and Law Enforcement Teachers, Postsecondary ↗16k workers · 118 yrs covered
Latest tool eraGenerative AI in law enforcement (Axon Draft One, Canvas AI, Turnitin detection)
- Economics Teachers, Postsecondary ↗16k workers · 210 yrs covered
Latest tool eraGenerative AI in economics teaching (ChatGPT 99th pct TUCE, Gradescope, Elicit)
- Sociology Teachers, Postsecondary ↗15k workers · 142 yrs covered
Latest tool eraGenerative AI tools (ATLAS.ti AI Coding, MAXQDA AI Assist, ChatGPT Edu, Sonix, Packback)
- Recreation and Fitness Studies Teachers, Postsecondary ↗15k workers · 173 yrs covered
Latest tool eraAI-assisted grading, syllabus generation, and sport science analytics (ChatGPT Edu, Gradescope, WHOOP Coach)
- Curators ↗15k workers · 188 yrs covered
Latest tool eraAI-assisted cataloging, provenance AI, and generative interpretation tools (Axiell EMu AI, Bloomberg Connects, Claude)
- Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary ↗14k workers · 189 yrs covered
Latest tool eraAI weather and earth-system foundation models (GraphCast, Microsoft Aurora, FourCastNet, Pangu-Weather)
- Architecture Teachers, Postsecondary ↗12k workers · 166 yrs covered
Latest tool eraAI image generation and large language models (Midjourney 2022, Stable Diffusion 2022, ChatGPT 2022, Autodesk Forma AI 2023)
- Agricultural Sciences Teachers, Postsecondary ↗11k workers · 172 yrs covered
Latest tool eraAI-native precision agriculture and research tools (CropX, Julius AI, Elicit, LLM research assistants)
- Archivists ↗9k workers · 245 yrs covered
Latest tool eraGenerative AI tools: Whisper, LLM-assisted description, ArchivesSpace AI integrations
- Environmental Science Teachers, Postsecondary ↗9k workers · 64 yrs covered
Latest tool eraAI environmental foundation models (ClimaX, NeuralGCM, Microsoft Aurora) + AI-assisted research and teaching (Elicit, Gradescope, Google Earth Engine ML classifiers)
- Anthropology and Archeology Teachers, Postsecondary ↗7k workers · 155 yrs covered
Latest tool eraGenerative AI (large language models, AI qualitative coding, AI literature synthesis)
- Library Science Teachers, Postsecondary ↗5k workers · 147 yrs covered
Latest tool eraGenerative AI and the AI literacy moment (ChatGPT, Elicit, Perplexity, 2022-present)
- Geography Teachers, Postsecondary ↗4k workers · 130 yrs covered
Latest tool eraGeoAI and generative tools (ArcGIS AI assistants, Mapbox Location AI, ChatGPT Edu, Google Earth Engine LLM integration)
- Forestry and Conservation Science Teachers, Postsecondary ↗2k workers · 136 yrs covered
Latest tool eraCloud geospatial AI + biodiversity AI (Google Earth Engine, SpeciesNet, MegaDetector, BirdNET)
Arts & Media→24 roles
- Public Relations Specialists ↗316k workers · 134 yrs covered
Latest tool eraGenerative AI writing, agentic pitching, and GEO visibility tools (Jasper, Prowly, Muck Rack Media List Agent)
- Coaches and Scouts ↗249k workers · 165 yrs covered
Latest tool eraAI talent evaluation — computer vision + large models for video scouting (Hudl/Synergy/BAM Sports)
- Graphic Designers ↗198k workers · 144 yrs covered
Latest tool eraMidjourney v6 + Sora + DALL-E 3 — photorealistic commercial AI at scale
- Merchandise Displayers and Window Trimmers ↗192k workers · 164 yrs covered
Latest tool eraAI planogram generation, attention-mapping analytics, and generative image tools
- Producers and Directors ↗167k workers · 139 yrs covered
Latest tool eraAI production toolkit (Runway Gen-4, Sora, Kling, DaVinci Resolve AI, ElevenLabs, Cinelytic)
- Editors ↗92k workers · 325 yrs covered
Latest tool eraChatGPT / Claude — LLM writing and editing at scale; GPTZero and Originality.ai for detection
- Interior Designers ↗87k workers · 129 yrs covered
Latest tool eraGenerative AI visualization: REimagineHome, RoomGPT, Veras by Chaos, Foyr Neo, Spacely AI (2022-present)
- Interpreters and Translators ↗75k workers · 219 yrs covered
Latest tool eraGenerative AI translation -- GPT-4, Claude, ElevenLabs dubbing (2022-present)
- Audio and Video Technicians ↗70k workers · 114 yrs covered
Latest tool eraAI audio/video production tools (Descript, Adobe Podcast, Waves StudioVerse, Runway Gen-4)
- Special Effects Artists and Animators ↗57k workers · 120 yrs covered
Latest tool eraGenerative AI video and AI-assisted compositing: Runway Gen-4, Sora, After Effects 26.2 Object Matte, AI mocap
- Actors ↗57k workers · 284 yrs covered
Latest tool eraAI voice cloning, AI digital replicas, and AI-generated video (ElevenLabs 2022, Runway Gen-4 2026)
- Technical Writers ↗56k workers · 94 yrs covered
Latest tool eraAI-assisted documentation: Mintlify, GitHub Copilot Docs, Scribe, ChatGPT/Claude for first drafts
- Art Directors ↗53k workers · 114 yrs covered
Latest tool eraSora video AI + Midjourney v6 — photorealistic commercial AI at scale
- Photographers ↗51k workers · 194 yrs covered
Latest tool eraAI image generation (DALL-E 2, Midjourney, Stable Diffusion) and AI photo editing
- Writers and Authors ↗48k workers · 325 yrs covered
Latest tool eraClaude + GPT-4 — long-form AI writing at publishable quality; WGA wins AI protections
- Film and Video Editors ↗44k workers · 138 yrs covered
Latest tool eraAI-assisted editing and generative video (Descript 2020, Adobe Premiere AI, DaVinci Resolve Neural Engine, Runway Gen-4)
- Floral Designers ↗40k workers · 164 yrs covered
Latest tool eraAI design assistants, 3D visualization tools, and generative mood boards
- News Analysts, Reporters, and Journalists ↗39k workers · 201 yrs covered
Latest tool eraGenerative AI — ChatGPT, DALL-E 2, Midjourney + AP/OpenAI and Axel Springer/OpenAI deals; NYT lawsuit
- Musicians and Singers ↗36k workers · 169 yrs covered
Latest tool eraSuno (Dec 2023) + Udio (Apr 2024) — mass-market generative AI music
- Set and Exhibit Designers ↗31k workers · 137 yrs covered
Latest tool eraUnreal Engine virtual production + AI previs + AI 3D generation (LED volume era)
- Commercial and Industrial Designers ↗31k workers · 107 yrs covered
Latest tool eraAI generative design and sketch-to-render tools (Vizcom, Autodesk Fusion Generative Design, Midjourney)
- Fine Artists, Including Painters, Sculptors, and Illustrators ↗27k workers · 244 yrs covered
Latest tool eraGenerative AI image synthesis (Midjourney, DALL-E, Stable Diffusion, Adobe Firefly)
- Fashion Designers ↗26k workers · 176 yrs covered
Latest tool eraGenerative AI: concept generation, trend forecasting, and digital photography (creative displacement era)
- Court Reporters and Simultaneous Captioners ↗18k workers · 262 yrs covered
Latest tool eraAI speech recognition (Verbit, AssemblyAI, Rev) and the AI-first transcript era
Healthcare→62 roles
- Registered Nurses ↗3.4M workers · 183 yrs covered
Latest tool eraAmbient AI nursing scribes — Dragon Copilot, Abridge, DAX for nurses
- Licensed Practical and Licensed Vocational Nurses ↗648k workers · 143 yrs covered
Latest tool eraAmbient AI documentation + SNF AI pilot programs (Catalia Health Mabu, smart-bed sensors)
- Pharmacy Technicians ↗472k workers · 66 yrs covered
Latest tool eraChain implosion + central-fill automation — the consolidation era
- Nurse Practitioners ↗323k workers · 69 yrs covered
Latest tool eraAI clinical decision support + ambient scribes (UpToDate AI, Abridge, Nuance DAX)
- Pharmacists ↗322k workers · 214 yrs covered
Latest tool eraChain implosion + central-fill automation — the restructuring era
- Physical Therapists ↗267k workers · 221 yrs covered
Latest tool eraAmbient AI documentation + AI motion analysis (WebPT AI, Dragon Copilot, KinetiSense)
- Radiologic Technologists and Technicians ↗228k workers · 138 yrs covered
Latest tool eraAI-integrated imaging: auto-positioning, deep learning reconstruction, and triage AI
- Dental Hygienists ↗222k workers · 128 yrs covered
Latest tool eraAI dental radiographic analysis (Pearl Second Opinion, Overjet, VideaHealth) + AI voice charting (Denti.AI, Dentrix Ascend Voice)
- Medical Records Specialists ↗195k workers · 127 yrs covered
Latest tool eraAI-powered coding and NLP revenue cycle tools (autonomous coding, computer-assisted coding at scale)
- Speech-Language Pathologists ↗187k workers · 173 yrs covered
Latest tool eraTelepractice + AI documentation (SLPFlow, Tenalog/Ambiki, SPRY Scribe)
- Emergency Medical Technicians ↗181k workers · 68 yrs covered
Latest tool eraAI ePCR documentation (ESO AI, ImageTrend AI Assist) + AI pre-alert platforms (Pulsara, Viz.ai)
- Medical and Clinical Laboratory Technologists ↗176k workers · 115 yrs covered
Latest tool eraAI digital morphology, automated urinalysis, and laboratory clinical decision support
- Medical and Clinical Laboratory Technicians ↗167k workers · 147 yrs covered
Latest tool eraAI-assisted autoverification, digital morphology, and autonomous PBS review (current era)
- Physician Assistants ↗162k workers · 69 yrs covered
Latest tool eraAI clinical documentation (Nuance DAX, Abridge) + LLM decision support + prior-auth automation
- Occupational Therapists ↗160k workers · 117 yrs covered
Latest tool eraTelehealth OT and AI documentation (COVID expansion to present)
- Dentists, General ↗149k workers · 200 yrs covered
Latest tool eraAI radiographic analysis (Pearl, Overjet, VideaHealth: FDA-cleared 2021-2022)
- Respiratory Therapists ↗140k workers · 91 yrs covered
Latest tool eraAI-driven clinical decision support and closed-loop ventilation (Etiometry T3, INTELLiVENT-ASV, ResMed Smart Comfort)
- Psychiatric Technicians ↗136k workers · 194 yrs covered
Latest tool eraAI clinical documentation + predictive risk models (Netsmart Bells, REACH VET, JotPsych)
- Veterinary Technologists and Technicians ↗134k workers · 108 yrs covered
Latest tool eraAI diagnostic analyzers + AI ambient scribes + AI scheduling (Zoetis Imagyst, SignalPET, ScribbleVet, Vetstoria)
- Surgical Technologists ↗117k workers · 92 yrs covered
Latest tool eraAI surgical video intelligence + augmented imaging (Theator, Activ Surgical) — workflow overlay, not tech substitution
- Family Medicine Physicians ↗116k workers · 216 yrs covered
Latest tool eraAmbient AI documentation and clinical decision support (Dragon Copilot, Abridge, Freed AI, Suki, Glass Health, Epic In-Basket AI)
- Paramedics ↗102k workers · 67 yrs covered
Latest tool eraAI dispatch intelligence + AI cardiac monitor + NLP-powered ePCR (current era)
- Dietitians and Nutritionists ↗91k workers · 152 yrs covered
Latest tool eraAI ADIME scribes, AI meal planning engines, and CGM + AI metabolic platforms
- Veterinarians ↗86k workers · 171 yrs covered
Latest tool eraAI scribes, AI radiology, and AI cytology (ScribbleVet, SignalPET 360, Zoetis Vetscan Imagyst)
- Opticians, Dispensing ↗80k workers · 185 yrs covered
Latest tool eraAI centration systems + virtual try-on (Zeiss VISUFIT 1000; Essilor VisiOffice X+; Fittingbox)
- Diagnostic Medical Sonographers ↗77k workers · 65 yrs covered
Latest tool eraAI ultrasound tools (FDA-cleared biometry automation, AI echo measurement, AI BI-RADS, AI acquisition guidance)
- Ophthalmic Medical Technicians ↗77k workers · 134 yrs covered
Latest tool eraAI-integrated diagnostic imaging (autonomous DR screening, AI OCT interpretation)
- General Internal Medicine Physicians ↗73k workers · 147 yrs covered
Latest tool eraAmbient AI clinical documentation (Abridge, Dragon Copilot; JAMA 2025 RCT)
- Cardiovascular Technologists and Technicians ↗65k workers · 125 yrs covered
Latest tool eraAI ECG interpretation and cath lab AI (Anumana, Cardiologs, SyncVision, CAAS vFFR): AI embedded across all subspecialties
- Chiropractors ↗57k workers · 139 yrs covered
Latest tool eraAI ambient scribes + AI X-ray analysis (ChiroTouch Rheo, Chiropax, SPRY AI, PostureScribe.AI)
- Nurse Anesthetists ↗54k workers · 157 yrs covered
Latest tool eraAI-augmented anesthesia monitoring: HemoSphere HPI, SedLine, Epic AIMS, and ambient documentation (contemporary AI era)
- Optometrists ↗48k workers · 133 yrs covered
Latest tool eraAutonomous AI diagnostic systems + ambient documentation (FDA-cleared era)
- Pediatricians, General ↗46k workers · 177 yrs covered
Latest tool eraAmbient AI scribes + AI developmental screening aids (documentation relief era)
- Anesthesiologists ↗45k workers · 188 yrs covered
Latest tool eraAmbient AI documentation scribes + AI ultrasound guidance (Dragon Copilot, Abridge, Caption AI)
- Magnetic Resonance Imaging Technologists ↗44k workers · 57 yrs covered
Latest tool eraAI-accelerated MRI reconstruction (GE AIR Recon DL, Siemens Deep Resolve, Philips SmartSpeed; AI auto-positioning; cardiac MRI AI analysis)
- Health Information Technologists and Medical Registrars ↗38k workers · 106 yrs covered
Latest tool eraGenerative AI clinical documentation and autonomous coding assistants (ambient scribes, LLM-assisted coding)
- Emergency Medicine Physicians ↗36k workers · 73 yrs covered
Latest tool eraAmbient AI documentation scribes (Dragon Copilot, DAX, Abridge) and AI triage decision support (KATE)
- Athletic Trainers ↗34k workers · 153 yrs covered
Latest tool eraAI workload risk scoring, force plate ML, and markerless biomechanics (Catapult Vector 8, Kitman Labs, Sparta Science, Sway Medical)
- Radiologists ↗28k workers · 138 yrs covered
Latest tool eraFDA-cleared AI triage and reporting algorithms (Aidoc 2016, Viz.ai 2018, Rad AI 2020+)
- Psychiatrists ↗27k workers · 225 yrs covered
Latest tool eraAmbient AI scribes, pharmacogenomics AI, digital therapeutics, and telepsychiatry at scale (COVID-19 waiver era)
- Exercise Physiologists ↗24k workers · 107 yrs covered
Latest tool eraAI-enabled virtual cardiac rehabilitation (Carda Health, telehealth video, ML adherence prediction)
- Obstetricians and Gynecologists ↗22k workers · 230 yrs covered
Latest tool eraAI ambient scribes, fetal monitoring AI, and ultrasound automation (current era)
- Nuclear Medicine Technologists ↗22k workers · 93 yrs covered
Latest tool eraAI image reconstruction and theranostics workflow platforms (GE AIR Recon DL, SubtlePET, Lu-177 therapy era)
- Cardiologists ↗19k workers · 132 yrs covered
Latest tool eraAI cardiology: ECG-AI, AI-echo, FFR-CT, wearable ECG, ambient documentation (AI-native era)
- Art and Music Therapists ↗19k workers · 92 yrs covered
Latest tool eraAI clinical documentation + generative AI
- Ophthalmologists, Except Pediatric ↗19k workers · 184 yrs covered
Latest tool eraAutonomous AI diagnostics (LumineticsCore FDA-cleared 2018; EyeArt 2020; home OCT 2024)
- Radiation Therapists ↗19k workers · 138 yrs covered
Latest tool eraAI-driven online adaptive radiotherapy (Ethos, Elekta Unity MR-Linac, auto-contouring)
- Recreational Therapists ↗16k workers · 242 yrs covered
Latest tool eraAI documentation and music engagement tools (Dragon Copilot, Net Health Therapy AI, TherapyNotes AI, SingFit)
- Audiologists ↗16k workers · 90 yrs covered
Latest tool eraAI hearing aid chips + OTC devices (Phonak DEEPSONIC, Oticon DNN 2.0, FDA OTC category 2022)
- Orthopedic Surgeons, Except Pediatric ↗14k workers · 294 yrs covered
Latest tool eraAI fracture detection, AR surgical guidance, and digital care pathways (Gleamer, Augmedics, Force Therapeutics, Dragon Copilot)
- Physicians, Pathologists ↗13k workers · 177 yrs covered
Latest tool eraFDA-authorized AI for digital pathology (Paige 2021, Ibex 2025, PathAI, Proscia, Indica)
- Dermatologists ↗11k workers · 198 yrs covered
Latest tool eraAI dermoscopy, ambient documentation AI, and FDA-cleared skin cancer detection devices (DermaSensor 2024; Dragon Copilot; 15+ approved AI tools globally)
- Orthodontists ↗11k workers · 134 yrs covered
Latest tool eraAI treatment planning + remote monitoring (ClinCheck Live Plan, DentalMonitoring, ORCA CephX)
- Orthotists and Prosthetists ↗10k workers · 173 yrs covered
Latest tool eraAI socket rectification, pressure mapping, and AI-adaptive prosthetics (Rodin4D, Proteor eSkin, Össur POWER KNEE, Coapt)
- Podiatrists ↗10k workers · 139 yrs covered
Latest tool eraAI ambient scribes + AI radiographic measurement (Heidi Health, Freed, IB Lab FROG)
- Nurse Midwives ↗9k workers · 125 yrs covered
Latest tool eraAmbient AI documentation and RNA biomarker risk stratification (Dragon Copilot, Mirvie Encompass)
- Neurologists ↗8k workers · 175 yrs covered
Latest tool eraAmbient AI documentation and clinical decision support (Dragon Copilot, OpenEvidence, Glass Health)
- Oral and Maxillofacial Surgeons ↗6k workers · 185 yrs covered
Latest tool eraAI virtual surgical planning + deep learning imaging analysis (2010s-present)
- Medical Dosimetrists ↗5k workers · 83 yrs covered
Latest tool eraAI auto-planning + adaptive radiotherapy (RayStation ECHO, Varian Ethos IOE, Limbus auto-contouring)
- Genetic Counselors ↗4k workers · 87 yrs covered
Latest tool eraAI variant interpretation + ambient documentation (Franklin, Emedgene, Dragon Copilot era)
- Prosthodontists ↗4k workers · 116 yrs covered
Latest tool eraAI-assisted crown design and implant planning (Exocad AI, 3Shape Automate, Planmeca Romexis 7)
- Pediatric Surgeons ↗1k workers · 180 yrs covered
Latest tool eraAI-augmented pediatric surgical workflow: ambient documentation, imaging AI, OR analytics, surgical video intelligence
Healthcare Support→14 roles
- Nursing Assistants ↗1.4M workers · 116 yrs covered
Latest tool eraAmbient AI documentation — AI speech assistants for nursing charting
- Nursing Assistants ↗1.4M workers · 173 yrs covered
Latest tool eraAI ambient documentation + sensor-based fall prevention (Commure, Aiva, VirtuSense VSTAlert)
- Medical Assistants ↗818k workers · 79 yrs covered
Latest tool eraAmbient AI clinical scribes — Nuance DAX (2020) → Microsoft acquisition (2022) → Abridge Series C (2024)
- Dental Assistants ↗388k workers · 149 yrs covered
Latest tool eraAI dental radiograph analysis — Pearl Second Opinion + Overjet (FDA cleared 2022)
- Phlebotomists ↗139k workers · 95 yrs covered
Latest tool eraRobotic phlebotomy prototypes under clinical evaluation (Vitestro Aletta, Rutgers Veebot)
- Veterinary Assistants and Laboratory Animal Caretakers ↗114k workers · 152 yrs covered
Latest tool eraAI radiology, AI point-of-care diagnostics, and AI clinical scribes (SignalPET, VETSCAN Imagyst, CoVet)
- Physical Therapist Assistants ↗112k workers · 113 yrs covered
Latest tool eraAI-augmented PT — motion capture, biofeedback, remote monitoring + Hinge Health IPO (2025)
- Massage Therapists ↗96k workers · 178 yrs covered
Latest tool eraAI voice-to-SOAP scribes + robotic massage (Noterro Scribe 2024; Aescape commercial deployment 2024)
- Medical Equipment Preparers ↗73k workers · 106 yrs covered
Latest tool eraAI analytics and autonomous delivery robots (CensisAI2 2023, mobile robots in large health systems)
- Orderlies ↗53k workers · 172 yrs covered
Latest tool eraSmart beds, electronic transport tracking, and patient flow software
- Occupational Therapy Assistants ↗48k workers · 76 yrs covered
Latest tool eraTelehealth platforms, tablet-based assessment apps, and AI documentation assistants
- Physical Therapist Aides ↗44k workers · 116 yrs covered
Latest tool eraDigital home exercise platforms and remote monitoring (Hinge Health, Sword Health, Kaia)
- Medical Transcriptionists ↗43k workers · 134 yrs covered
Latest tool eraAI ambient scribing + large language model clinical documentation (Nuance DAX, AWS HealthScribe)
- Pharmacy Aides ↗41k workers · 159 yrs covered
Latest tool eraPharmacy micro-fulfillment centers and AI-assisted intake (Walgreens, CVS automation wave)
Protective Services→14 roles
- Security Guards ↗1.3M workers · 184 yrs covered
Latest tool eraAI gunshot detection + loitering detection + Flock Safety LPR + facial recognition (pervasive AI sensing)
- Police and Sheriff's Patrol Officers ↗671k workers · 189 yrs covered
Latest tool eraAxon Draft One AI report-writer + predictive analytics (LLM augmentation era)
- Correctional Officers and Jailers ↗381k workers · 217 yrs covered
Latest tool eraCOVID staffing crisis + AI behavior-detection CCTV + decarceration policy pressure (the contraction era)
- Firefighters ↗346k workers · 298 yrs covered
Latest tool eraAI thermal overlays + wildland drones (Skydio/DJI/Parrot) + IoT fire detection + AI dispatch
- First-Line Supervisors of Police and Detectives ↗153k workers · 189 yrs covered
Latest tool eraAI report generation and predictive deployment (Axon Draft One 2024; SoundThinking ResourceRouter 2023)
- Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers ↗144k workers · 186 yrs covered
Latest tool eraAI drowning detection, GPS dispatch platforms, and autonomous rescue drones
- Detectives and Criminal Investigators ↗114k workers · 184 yrs covered
Latest tool eraAI case analysis + LLM report-writing + predictive lead scoring (generative AI era)
- First-Line Supervisors of Firefighting and Prevention Workers ↗94k workers · 181 yrs covered
Latest tool eraAI-assisted incident reporting and predictive scheduling (NERIS, First Due, Vector Solutions, 2024-2026)
- Crossing Guards and Flaggers ↗90k workers · 113 yrs covered
Latest tool eraAI smart crosswalk detection (ConnVAS MAGIC, Derq, V2X pedestrian beacons)
- School Bus Monitors ↗72k workers · 104 yrs covered
Latest tool eraAI-powered onboard cameras and RFID student check-in (Coram AI, EdgeTensor, Verkada, Safe Fleet PSA)
- First-Line Supervisors of Security Workers ↗70k workers · 184 yrs covered
Latest tool eraAI video analytics and LLM-assisted report generation
- First-Line Supervisors of Correctional Officers ↗53k workers · 213 yrs covered
Latest tool eraBody-worn cameras and digital evidence management (Axon Corrections era)
- Transportation Security Screeners ↗46k workers · 61 yrs covered
Latest tool eraCT scanners, credential-authentication technology, and AI-assisted threat recognition (2020s checkpoint modernization)
- Private Detectives and Investigators ↗39k workers · 184 yrs covered
Latest tool eraSocial media OSINT, drone surveillance, digital forensics, and AI-assisted research (contemporary era)
Food Service→14 roles
- Fast Food and Counter Workers ↗3.8M workers · 113 yrs covered
Latest tool eraAI-adaptive training platforms (Axonify Co-Creator, 2025)
- Waiters and Waitresses ↗2.3M workers · 207 yrs covered
Latest tool eraAI phone-ordering agents + AI scheduling and tip analytics tools
- Cooks, Restaurant ↗1.4M workers · 207 yrs covered
Latest tool eraChipotle Hyphen makeline + Sweetgreen Infinite Kitchen + AI menu engineering (2023+)
- First-Line Supervisors of Food Preparation and Serving Workers ↗1.2M workers · 284 yrs covered
Latest tool eraAI operations platforms (Crunchtime AI 2022+, Fourth iQ, Toast IQ, Push Operations)
- Food Preparation Workers ↗894k workers · 149 yrs covered
Latest tool eraSweetgreen Infinite Kitchen — robotic assembly integrated from design (2021 Spyce acquisition, 2023 deployment)
- Bartenders ↗757k workers · 334 yrs covered
Latest tool eraRobotic bartenders (Makr Shakr 2014; Richtech ADAM 2023; AI Barmen CES 2026)
- Cooks, Fast Food ↗641k workers · 113 yrs covered
Latest tool eraRobotic fry stations and AI kitchen vision (Flippy, Yum/Nvidia, voice drive-thru AI)
- Dining Room and Cafeteria Attendants and Bartender Helpers ↗543k workers · 207 yrs covered
Latest tool eraBear Robotics Servi — autonomous tray-delivery robot (founded May 2017, mass deployment 2022+)
- Dishwashers ↗478k workers · 185 yrs covered
Latest tool eraRobotic dishwashing systems (Nala Robotics Spotless 2023; Armstrong Robotics 2024-25)
- Cooks, Institution and Cafeteria ↗441k workers · 149 yrs covered
Latest tool eraCOVID-era grab-and-go meal distribution + post-COVID universal free school meals expansion
- Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop ↗427k workers · 204 yrs covered
Latest tool eraVoice AI phone agents (Slang AI 2022, Yelp Host 2025, Hostie AI)
- Food Servers, Nonrestaurant ↗272k workers · 113 yrs covered
Latest tool eraAutonomous mobile robots (AMR corridor transport era)
- Chefs and Head Cooks ↗200k workers · 245 yrs covered
Latest tool eraAI menu engineering, inventory optimization, and scheduling tools
- Cooks, Short Order ↗150k workers · 162 yrs covered
Latest tool eraRobotic fryers and AI prep forecasting (Miso Robotics Flippy, ClearCOGS)
Cleaning & Grounds→7 roles
- Janitors and Building Cleaners ↗2.2M workers · 204 yrs covered
Latest tool eraCOVID-era electrostatic sprayers + UV-C disinfection + cobot fleets
- Landscaping and Groundskeeping Workers ↗1.2M workers · 176 yrs covered
Latest tool eraAutonomous robotic mowers and AI job scheduling (commercial scale)
- Maids and Housekeeping Cleaners ↗861k workers · 334 yrs covered
Latest tool eraCOVID hospitality crash + "stayover" opt-in cleaning policy (structural demand reduction)
- First-Line Supervisors of Housekeeping and Janitorial Workers ↗175k workers · 184 yrs covered
Latest tool eraAI workforce scheduling and AI inspection platforms (Deputy AI, Workeen AI)
- First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers ↗124k workers · 176 yrs covered
Latest tool eraAgentic AI scheduling and operations platforms (Aspire Scheduling Assistant, Jobber AI, 2025)
- Pest Control Workers ↗96k workers · 194 yrs covered
Latest tool eraIoT smart traps and AI route optimization (Anticimex SMART, WorkWave WAIve, Rentokil PestConnect)
- Tree Trimmers and Pruners ↗48k workers · 154 yrs covered
Latest tool eraDrone canopy assessment, GIS vegetation management, and arborist mobile apps (the digital field era)
Personal Care→14 roles
- Childcare Workers ↗519k workers · 180 yrs covered
Latest tool eraParent-communication apps (Brightwheel 2014+) + AI scheduling tools (2023+)
- Amusement and Recreation Attendants ↗398k workers · 192 yrs covered
Latest tool eraGenie+ / Lightning Lane virtual queue (2021) + post-COVID capacity management tech
- Animal Caretakers ↗392k workers · 166 yrs covered
Latest tool eraAI health monitoring, automated portals, and computer-vision welfare systems
- Fitness Trainers and Instructors ↗323k workers · 138 yrs covered
Latest tool eraAI form-correction + generative workout planning (Tempo, Fitbod, Future, 2023+)
- Recreation Workers ↗310k workers · 149 yrs covered
Latest tool eraAI program management assistants (Amilia AI/Cecilia, Traction Rec AI, ChatGPT for program copy)
- Hairdressers, Hairstylists, and Cosmetologists ↗306k workers · 269 yrs covered
Latest tool eraPost-COVID: suite rental model + social commerce + AI color formulation tools
- Manicurists and Pedicurists ↗148k workers · 156 yrs covered
Latest tool eraSoak-off gel polish (Shellac 2010, OPI GelColor), AI booking software, nail art printers
- Ushers, Lobby Attendants, and Ticket Takers ↗119k workers · 209 yrs covered
Latest tool eraBiometric facial entry (Wicket, PopID) + AI crowd analytics
- First-Line Supervisors of Personal Service Workers ↗107k workers · 146 yrs covered
Latest tool eraAI workforce and analytics tools (Zenoti AI Workforce, GlossGenius Growth Analyst, Homebase AI)
- First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services ↗93k workers · 148 yrs covered
Latest tool eraAI-assisted scheduling, feedback analytics, and predictive attendance tools (AI augmentation era)
- Gambling Dealers ↗83k workers · 214 yrs covered
Latest tool eraAI surveillance, RFID smart tables, and automated shufflers (Deckmate 2, Walker Digital)
- Residential Advisors ↗83k workers · 274 yrs covered
Latest tool eraAI resident communications (EliseAI, STAN AI) + AI data synthesis (WolfieAI/Roompact 2025)
- Skincare Specialists ↗70k workers · 124 yrs covered
Latest tool eraAI skin analysis + practice management software (OBSERV 520x, Perfect Corp., Pabau Echo AI)
- Concierges ↗44k workers · 334 yrs covered
Latest tool eraAI chatbots and large language model guest assistants (HiJiffy, Hoteza AI, ConciergeBot)
Sales→18 roles
- Retail Salespersons ↗3.9M workers · 176 yrs covered
Latest tool eraAI shopping assistants + inventory intelligence (Shopify Magic, generative product discovery)
- Cashiers ↗3.1M workers · 155 yrs covered
Latest tool eraMobile order-ahead + AI vision checkout (McDonald's / Starbucks kiosks, Mashgin, Standard Cognition, AiFi)
- Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products ↗1.3M workers · 194 yrs covered
Latest tool eraGenerative AI sales tools (Gong, ZoomInfo Copilot, Salesloft Rhythm, Salesforce Agentforce)
- Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel ↗1.2M workers · 194 yrs covered
Latest tool eraAI SDR agents + conversation intelligence: Salesforce Agentforce, Gong, ZoomInfo Copilot
- First-Line Supervisors of Retail Sales Workers ↗1.1M workers · 176 yrs covered
Latest tool eraCOVID bifurcation + AI-assisted inventory + loss-prevention technology (2020 onward)
- Insurance Sales Agents ↗569k workers · 191 yrs covered
Latest tool eraGenerative AI tools for proposals, CRM intelligence, and compliance (ChatGPT, Claude, Salesforce Einstein, Gong)
- Securities, Commodities, and Financial Services Sales Agents ↗490k workers · 242 yrs covered
Latest tool eraAI research and sales intelligence — Morgan Stanley AI Assistant, FactSet Mercury, Bloomberg AI Assist
- Counter and Rental Clerks ↗408k workers · 118 yrs covered
Latest tool eraAI chatbots and damage-detection AI (Anolla, UVeye, Rybo, InTempo AI)
- Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products ↗303k workers · 169 yrs covered
Latest tool eraAutonomous AI agents for sales (Salesforce Agentforce, ZoomInfo Copilot, Seismic Aura)
- Parts Salespersons ↗272k workers · 125 yrs covered
Latest tool eraAI voice and chat agents for parts lookup and inquiry routing (Circuitry AI, PartsNow.ai, Symphonize)
- First-Line Supervisors of Non-Retail Sales Workers ↗219k workers · 150 yrs covered
Latest tool eraAI revenue-intelligence platforms: Gong (2016), Clari (2012/2016 pivot), Outreach, Salesforce Agentforce
- Real Estate Sales Agents ↗193k workers · 126 yrs covered
Latest tool eraNAR v. Sitzer/Burnett settlement (2024) + AI property tools + rate-shock market
- Advertising Sales Agents ↗104k workers · 193 yrs covered
Latest tool eraCTV, retail media, and AI sales tools (consultative premium era)
- Telemarketers ↗66k workers · 77 yrs covered
Latest tool eraAI voice agents (Retell AI, Bland, Synthflow) -- autonomous outbound calling
- Demonstrators and Product Promoters ↗65k workers · 214 yrs covered
Latest tool eraAI-powered demo automation: Consensus, Supademo, Showpad GenieAI (interactive digital demo era)
- Sales Engineers ↗57k workers · 144 yrs covered
Latest tool eraGenerative AI and demo automation (ChatGPT, Claude, GitHub Copilot, Consensus, Walnut; AI-first SE stack)
- Travel Agents ↗55k workers · 193 yrs covered
Latest tool eraAI itinerary tools — ChatGPT travel planning, Mindtrip, Expedia GenAI chatbot, Layla AI
- Real Estate Brokers ↗50k workers · 184 yrs covered
Latest tool eraAI-assisted CRM + showing tools + commission-negotiation era (post-settlement)
Admin & Office→39 roles
- Customer Service Representatives ↗2.6M workers · 156 yrs covered
Latest tool eraAI customer agents at scale — Sierra, Decagon, Klarna, GPT-4o voice
- Office Clerks, General ↗2.5M workers · 181 yrs covered
Latest tool eraLLMs and AI document processing (ChatGPT, Copilot, Hyperscience)
- Secretaries and Administrative Assistants ↗1.7M workers · 160 yrs covered
Latest tool eraLLMs in-line in the office suite (MS 365 Copilot, Gemini for Workspace)
- First-Line Supervisors of Office and Administrative Support Workers ↗1.6M workers · 194 yrs covered
Latest tool eraAgentic AI tool stack (Microsoft 365 Copilot, Reclaim.ai, Otter.ai, Rippling AI)
- Bookkeeping, Accounting, and Auditing Clerks ↗1.4M workers · 284 yrs covered
Latest tool eraLLM-based bookkeeping — QuickBooks Intuit Assist, Xero JAX, BILL AI, Stampli
- Receptionists and Information Clerks ↗1.0M workers · 134 yrs covered
Latest tool eraAI voice receptionists + scheduling bots (RingCentral AIR, Goodcall, Calendly AI)
- Shipping, Receiving, and Inventory Clerks ↗862k workers · 284 yrs covered
Latest tool eraWMS AI agents and collaborative robotics (Oracle Inventory Tasking Agent, SAP EWM AI, Locus Robotics)
- Medical Secretaries and Administrative Assistants ↗850k workers · 134 yrs covered
Latest tool eraAmbient AI clinical documentation and EHR-native AI agents (Nuance DAX, Abridge, Epic Emmie)
- Executive Secretaries and Executive Administrative Assistants ↗503k workers · 245 yrs covered
Latest tool eraAI scheduling, email, and meeting agents (Reclaim.ai 2020; Otter.ai; Microsoft 365 Copilot 2023; Granola 2023; Navan Edge 2026)
- Billing and Posting Clerks ↗430k workers · 258 yrs covered
Latest tool eraAI-powered revenue cycle platforms (Waystar AltitudeAI, CodaMetrix, AKASA -- autonomous claim processing)
- Production, Planning, and Expediting Clerks ↗389k workers · 131 yrs covered
Latest tool eraAgentic AI supply chain orchestration (Kinaxis Maestro Agents, Oct 2025)
- Tellers ↗329k workers · 243 yrs covered
Latest tool eraCOVID branch closures + AI teller chat + relationship banking imperative
- Postal Service Mail Carriers ↗319k workers · 260 yrs covered
Latest tool eraDynamic Route Optimization (DRO) and AI-assisted route planning
- Hotel, Motel, and Resort Desk Clerks ↗261k workers · 205 yrs covered
Latest tool eraAI voice receptionists + integrated PMS AI (AINORA, Canary AI Voice, Cloudbeds Signals)
- Insurance Claims and Policy Processing Clerks ↗214k workers · 183 yrs covered
Latest tool eraGenerative AI for claims correspondence, FNOL triage, and Q&A bots
- Dispatchers, Except Police, Fire, and Ambulance ↗211k workers · 183 yrs covered
Latest tool eraAI dispatch platforms (Locus DispatchIQ, Numeo AI, DispatchMVP, ServiceTitan Dispatch Pro)
- Loan Interviewers and Clerks ↗173k workers · 164 yrs covered
Latest tool eraAgentic AI mortgage automation (Ocrolus, Areal, Blend Autopilot, MeridianLink Doc Agent)
- Court, Municipal, and License Clerks ↗170k workers · 334 yrs covered
Latest tool eraAI-assisted document processing and permit automation (Tyler AI, GovWell, Govstream.ai)
- Bill and Account Collectors ↗165k workers · 164 yrs covered
Latest tool eraAI voice agents + real-time compliance coaching (Prodigal, Skit.ai, Sedric, 2018-present)
- Interviewers, Except Eligibility and Loan ↗157k workers · 99 yrs covered
Latest tool eraAI voice survey agents (Gallup AI pilot 2026; Miravoice; Qualtrics Experience Agents)
- Payroll and Timekeeping Clerks ↗157k workers · 146 yrs covered
Latest tool eraAI-assisted payroll anomaly detection and compliance agents (ADP Assist, Workday Illuminate, Rippling AI)
- Eligibility Interviewers, Government Programs ↗156k workers · 99 yrs covered
Latest tool eraAI-assisted eligibility tools + Medicaid unwinding surge (Salesforce Agentforce, Appian AI)
- Legal Secretaries and Administrative Assistants ↗155k workers · 183 yrs covered
Latest tool eraAI-powered legal practice management: Clio Manage AI, Harvey, Spellbook, iManage Ask (from 2022-2025)
- Data Entry Keyers ↗135k workers · 144 yrs covered
Latest tool eraIntelligent document processing and AI extraction (Rossum, Hyperscience, UiPath)
- Reservation and Transportation Ticket Agents and Travel Clerks ↗127k workers · 194 yrs covered
Latest tool eraAI rebooking assistants and agentic travel booking (Sabre Mosaic, Amadeus Cytric AI, Google agentic travel)
- Postal Service Mail Sorters, Processors, and Processing Machine Operators ↗112k workers · 170 yrs covered
Latest tool eraUSPS Matrix Regional Sorter (MaRS, 2024) and Parallel Induction Linear Sorter (PILS, 2025)
- Public Safety Telecommunicators ↗101k workers · 154 yrs covered
Latest tool eraAI-assisted 9-1-1: real-time transcription, AI copilots, automated non-emergency agents
- Cargo and Freight Agents ↗98k workers · 198 yrs covered
Latest tool eraAgentic AI platforms (Raft, Wisor, Nuvo AI, Flexport Customs Suite)
- Human Resources Assistants, Except Payroll and Timekeeping ↗93k workers · 120 yrs covered
Latest tool eraAI HR agents and helpdesk automation (Workday Illuminate 2025, Leena AI, Rippling AI)
- Order Clerks ↗83k workers · 162 yrs covered
Latest tool eraAI order capture and automation (Conexiom, Esker, Rossum; 2015-present)
- Library Assistants, Clerical ↗80k workers · 147 yrs covered
Latest tool eraAI-assisted catalog discovery and OCLC AI Record Manager
- File Clerks ↗79k workers · 141 yrs covered
Latest tool eraIntelligent Document Processing (DocuWare, Laserfiche Smart Fields, M-Files Aino) and AI classification
- Postal Service Clerks ↗78k workers · 242 yrs covered
Latest tool eraDelivering for America automation + AI customer service (AI chatbot launched 2025)
- Couriers and Messengers ↗72k workers · 191 yrs covered
Latest tool eraAI route optimization and autonomous delivery pilots (Onfleet, DoorDash Dot, Starship)
- Mail Clerks and Mail Machine Operators, Except Postal Service ↗63k workers · 114 yrs covered
Latest tool eraDigital mailroom platforms + parcel processing (scan-and-route era)
- Procurement Clerks ↗60k workers · 120 yrs covered
Latest tool eraAI-assisted procurement automation (Coupa, Jaggaer, SAP AI, generative PO generation)
- Weighers, Measurers, Checkers, and Samplers, Recordkeeping ↗50k workers · 244 yrs covered
Latest tool eraAutomated inline weighing, AI-assisted anomaly detection, and cloud ERP (present-day mainstream)
- Brokerage Clerks ↗40k workers · 242 yrs covered
Latest tool eraT+1 settlement, AI-assisted reconciliation, and real-time processing
- New Accounts Clerks ↗38k workers · 184 yrs covered
Latest tool eraMobile-first digital onboarding and AI-assisted KYC (current era)
Farming & Fishing→1 role
Construction→24 roles
- Construction Laborers ↗1.1M workers · 209 yrs covered
Latest tool eraIIJA + IRA + CHIPS Act infrastructure pipeline — the decade-long demand wave
- First-Line Supervisors of Construction Trades and Extraction Workers ↗922k workers · 217 yrs covered
Latest tool eraAI construction management (Procore AI, Trunk Tools, Fyld, Buildots, Togal.AI)
- Electricians ↗757k workers · 152 yrs covered
Latest tool eraInflation Reduction Act era — EV chargers, heat pumps, solar, AI datacenters
- Carpenters ↗670k workers · 153 yrs covered
Latest tool eraIRA green-building tailwinds + housing-shortage demand + modular/prefab ongoing experimentation
- Operating Engineers and Other Construction Equipment Operators ↗478k workers · 199 yrs covered
Latest tool eraSemi-autonomous construction equipment (Built Robotics Exosystem 2018/2021; Komatsu Smart Construction; Caterpillar MineStar Command)
- Plumbers, Pipefitters, and Steamfitters ↗466k workers · 185 yrs covered
Latest tool eraIIJA infrastructure supercycle + EPA Lead Copper Rule 2024 + IRA heat-pump water heaters
- Painters, Construction and Maintenance ↗225k workers · 147 yrs covered
Latest tool eraPainting robots — Okibo wall-painting (2022+), Apellix industrial drone (2014+), PaintJet exterior (2020+)
- Cement Masons and Concrete Finishers ↗205k workers · 164 yrs covered
Latest tool eraRide-on power trowels, decorative concrete systems, and AI-assisted estimating (current era)
- Highway Maintenance Workers ↗152k workers · 241 yrs covered
Latest tool eraSmart work zones and Automated Flagger Assistance Devices (AFADs)
- Construction and Building Inspectors ↗137k workers · 159 yrs covered
Latest tool eraAI plan review and inspection AI (CodeComply, CivCheck/Clariti, DroneDeploy Inspection AI, BetaQuick)
- Roofers ↗137k workers · 244 yrs covered
Latest tool eraAI inspection and lead-generation tools (CompanyCam, EagleView Horizon, Roofr AI)
- Sheet Metal Workers ↗117k workers · 284 yrs covered
Latest tool eraBIM-to-fabrication automation (Stratus, Trimble AutoBid SheetMetal AI)
- Drywall and Ceiling Tile Installers ↗83k workers · 117 yrs covered
Latest tool eraRobotic layout printers and autonomous finishing systems (Dusty Robotics, Canvas, Okibo)
- Structural Iron and Steel Workers ↗65k workers · 151 yrs covered
Latest tool eraBIM (Building Information Modeling) and field-tablet erection planning (Tekla, Trimble Connect)
- Helpers--Electricians ↗64k workers · 152 yrs covered
Latest tool eraAI-assisted conduit calculators, field estimating apps, voice-to-text job logs
- Glaziers ↗57k workers · 254 yrs covered
Latest tool eraUnitized curtain wall + BIM coordination + engineered glass systems (integrated systems era)
- Brickmasons and Blockmasons ↗54k workers · 258 yrs covered
Latest tool eraSAM100 robotic bricklayer and augmented-reality layout tools (2015 to present)
- Hazardous Materials Removal Workers ↗51k workers · 61 yrs covered
Latest tool eraRemote-sensing drones, robotic sampling platforms, and PFAS remediation techniques (current era)
- Paving, Surfacing, and Tamping Equipment Operators ↗46k workers · 167 yrs covered
Latest tool eraGPS machine control and intelligent compaction (digital precision era)
- Roustabouts, Oil and Gas ↗45k workers · 174 yrs covered
Latest tool eraRobotic pipe handling, automated rig controls, AI monitoring (third wave of rig automation)
- Service Unit Operators, Oil and Gas ↗44k workers · 169 yrs covered
Latest tool eraRemote monitoring, digital oilfield, and autonomous well intervention (SLB Neuro, Halliburton LOGIX)
- Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters ↗44k workers · 145 yrs covered
Latest tool eraPipe fusion, robotic prefabrication, and digital inspection tools (present-day)
- Tile and Stone Setters ↗39k workers · 159 yrs covered
Latest tool eraTile-laying robotics, heated floor systems, and silica safety technology
- Insulation Workers, Floor, Ceiling, and Wall ↗39k workers · 129 yrs covered
Latest tool eraInflation Reduction Act incentives, heat-pump integration, and smart-building retrofits
Repair & Maintenance→22 roles
- Maintenance and Repair Workers, General ↗1.5M workers · 164 yrs covered
Latest tool eraAI-augmented diagnostics + smart building platforms
- Automotive Service Technicians and Mechanics ↗705k workers · 126 yrs covered
Latest tool eraBEV high-voltage service + AI-assisted diagnostics (IRA era)
- First-Line Supervisors of Mechanics, Installers, and Repairers ↗618k workers · 159 yrs covered
Latest tool eraAI-native CMMS: autonomous work order dispatch, AI PM builder, natural-language asset queries (UpKeep, Limble, IBM Maximo 9.1, OxMaint)
- Industrial Machinery Mechanics ↗440k workers · 214 yrs covered
Latest tool eraAI predictive maintenance platforms + agentic PLC tools (Augury, Tractian, Siemens Eigen)
- Heating, Air Conditioning, and Refrigeration Mechanics and Installers ↗410k workers · 132 yrs covered
Latest tool eraHeat pump electrification wave (IRA 2022) + R-410A AIM Act phasedown (2024)
- Bus and Truck Mechanics and Diesel Engine Specialists ↗320k workers · 134 yrs covered
Latest tool eraAI-guided diagnostics + EV commercial vehicle service (Cummins Guidanz, Jaltest CV AR, Kenworth EV certification)
- Mobile Heavy Equipment Mechanics, Except Engines ↗180k workers · 195 yrs covered
Latest tool eraAI-assisted telematics and predictive maintenance (VisionLink, My Komatsu, EquipmentShare T3, MaintainX)
- Automotive Body and Related Repairers ↗155k workers · 126 yrs covered
Latest tool eraADAS calibration + AI-assisted estimating (CCC ONE, Mitchell, Tractable; asTech)
- Telecommunications Equipment Installers and Repairers, Except Line Installers ↗154k workers · 156 yrs covered
Latest tool eraAI-assisted diagnostics, dispatch, and field guidance (Nokia Agentic AI, Salesforce Agentforce)
- Aircraft Mechanics and Service Technicians ↗136k workers · 141 yrs covered
Latest tool eraAI augmentation layer (AI borescope, predictive analytics, voice documentation, LLM manuals)
- Electrical Power-Line Installers and Repairers ↗124k workers · 190 yrs covered
Latest tool eraAI-powered drone inspection and autonomous asset monitoring (Buzz Solutions PowerAI, Skydio, Percepto)
- Tire Repairers and Changers ↗107k workers · 129 yrs covered
Latest tool eraAI-assisted inspection apps and automated balancers (TireBuddy, Hunter WalkAway, SmartBay)
- Telecommunications Line Installers and Repairers ↗98k workers · 190 yrs covered
Latest tool eraAI-assisted fusion splicers, intelligent OTDR, and AI-dispatch (BEAD-era fiber buildout tools)
- Helpers--Installation, Maintenance, and Repair Workers ↗98k workers · 214 yrs covered
Latest tool eraMobile-first CMMS + AI work order intelligence + AR overlays (MaintainX, UpKeep, Limble, Dozuki)
- Security and Fire Alarm Systems Installers ↗82k workers · 176 yrs covered
Latest tool eraAI video analytics and agentic alarm platforms (Ambient.ai Pulsar, Gopher Info, Alarm.com AI)
- Computer, Automated Teller, and Office Machine Repairers ↗73k workers · 134 yrs covered
Latest tool eraAI predictive diagnostics and remote resolution (Diebold DN AllConnect, NCR Atleos Intelligent Diagnostics, Neuron7)
- Medical Equipment Repairers ↗61k workers · 92 yrs covered
Latest tool eraIoT predictive maintenance platforms + AI-assisted diagnostics (remote monitoring, OEM service portals, laptop-based service tools)
- Electrical and Electronics Repairers, Commercial and Industrial Equipment ↗60k workers · 93 yrs covered
Latest tool eraIoT-connected equipment, remote diagnostics, and AI-assisted fault detection (Industry 4.0 era)
- Maintenance Workers, Machinery ↗57k workers · 174 yrs covered
Latest tool eraIndustrial IoT and AI-driven predictive maintenance (IIoT/PdM era)
- Control and Valve Installers and Repairers, Except Mechanical Door ↗47k workers · 146 yrs covered
Latest tool eraNext-generation AMI 2.0 + IIoT valve monitoring (grid modernization and infrastructure-hardening era)
- Millwrights ↗41k workers · 265 yrs covered
Latest tool eraVibration analysis sensors, digital twin platforms, industrial robotics installation (condition-monitoring era)
- Farm Equipment Mechanics and Service Technicians ↗37k workers · 114 yrs covered
Latest tool eraFully locked diagnostic ecosystems, right-to-repair conflict, AI-assisted fault diagnosis (present day)
Manufacturing→37 roles
- Team Assemblers ↗1.5M workers · 50 yrs covered
Latest tool eraCHIPS Act + IRA reshoring — EV gigafactories, semiconductor fabs, new demand for team assembly
- First-Line Supervisors of Production and Operating Workers ↗673k workers · 149 yrs covered
Latest tool eraCHIPS Act + IRA reshoring — new fab and battery plants, AI-assisted scheduling
- Inspectors, Testers, Sorters, Samplers, and Weighers ↗597k workers · 123 yrs covered
Latest tool eraAI-powered visual inspection platforms (Landing AI, Instrumental)
- Welders, Cutters, Solderers, and Brazers ↗416k workers · 153 yrs covered
Latest tool eraAI arc tracking + orbital pipe robots + IIJA infrastructure demand (2021)
- Packaging and Filling Machine Operators and Tenders ↗379k workers · 126 yrs covered
Latest tool eraIoT predictive maintenance (Siemens MindSphere 2016) + AI vision quality control mainstream
- Machinists ↗300k workers · 236 yrs covered
Latest tool eraAI-CAM tools (CloudNC CAM Assist, Lambda Function, Mastercam Copilot, FANUC AI Servo Monitor)
- Bakers ↗232k workers · 334 yrs covered
Latest tool eraAI mixing controls + vision inspection + demand-forecasting systems (AI augmentation era)
- Laundry and Dry-Cleaning Workers ↗195k workers · 183 yrs covered
Latest tool eraCommercial folding robots and AI fabric-scanning systems (Dyna Robotics DYNA-1, 2025)
- Computer Numerically Controlled Tool Operators ↗177k workers · 76 yrs covered
Latest tool eraAI CAM + lights-out cells (CloudNC CAM Assist, robot tending, digital twins)
- Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic ↗174k workers · 239 yrs covered
Latest tool eraRobotic and cobot loading cells + IIoT monitoring (FANUC FIELD, Siemens SINUMERIK, Amada automation)
- Food Batchmakers ↗172k workers · 214 yrs covered
Latest tool eraAI-enabled MES, computer-vision QC, and predictive maintenance (current era)
- Helpers--Production Workers ↗167k workers · 219 yrs covered
Latest tool eraAI machine vision and predictive maintenance (sensor-based condition monitoring)
- Coating, Painting, and Spraying Machine Setters, Operators, and Tenders ↗160k workers · 110 yrs covered
Latest tool eraAI machine-vision inspection + color matching (Cognex, Keyence, spectrophotometric formulation)
- Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic ↗155k workers · 185 yrs covered
Latest tool eraAI closed-loop process control + machine vision quality inspection (ENGEL inject AI 2025, Sentinel Vision)
- Printing Press Operators ↗145k workers · 220 yrs covered
Latest tool eraAI colour management and autonomous press control (Heidelberg Prinect AI, EFI Fiery Scribe, 2020s)
- Meat, Poultry, and Fish Cutters and Trimmers ↗141k workers · 209 yrs covered
Latest tool eraAI-vision-guided robotic cutting systems (SCOTT X-Ray, Meyn Physic, JBT Marel QC Scanner)
- Butchers and Meat Cutters ↗140k workers · 334 yrs covered
Latest tool eraAI vision portioning + FoodReady HACCP software + artisan revival (dual-track era)
- Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic ↗130k workers · 214 yrs covered
Latest tool eraAI-assisted monitoring, predictive maintenance, and cobot-tending cells
- Chemical Equipment Operators and Tenders ↗127k workers · 154 yrs covered
Latest tool eraIndustrial IoT, AI alarm management, and generative AI operator assistants (Industry 4.0 era)
- Water and Wastewater Treatment Plant and System Operators ↗127k workers · 162 yrs covered
Latest tool eraAI-driven process control + digital twins (Veolia Hubgrade, Jacobs Intelligent O&M, Mantis.AI)
- Sewing Machine Operators ↗110k workers · 183 yrs covered
Latest tool eraRobotic sewing cells + IoT production monitoring (SoftWear Sewbot, JUKI JaNets)
- Mixing and Blending Machine Setters, Operators, and Tenders ↗101k workers · 232 yrs covered
Latest tool eraMES, AI process optimization, and predictive maintenance (Rockwell Plex, Siemens, AspenTech)
- Paper Goods Machine Setters, Operators, and Tenders ↗97k workers · 160 yrs covered
Latest tool eraPredictive-maintenance AI + adaptive recipes + remote diagnostics
- Cabinetmakers and Bench Carpenters ↗80k workers · 334 yrs covered
Latest tool eraAI design tools and generative renderings (Midjourney, Vizcom, AI-assisted quoting)
- Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic ↗70k workers · 160 yrs covered
Latest tool eraAI-guided robotic finishing cells (GrayMatter Scan&Grind, adaptive force control, 2020 onward)
- Slaughterers and Meat Packers ↗70k workers · 169 yrs covered
Latest tool eraCOVID-19 exposure crisis + robotic kill-floor R&D + USDA line-speed waivers
- Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic ↗66k workers · 214 yrs covered
Latest tool eraAI vision inspection, predictive-maintenance analytics, and closed-loop AI process control
- Woodworking Machine Setters, Operators, and Tenders, Except Sawing ↗63k workers · 184 yrs covered
Latest tool eraCAD/CAM integration, multi-axis CNC, and robotic finishing systems
- Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders ↗57k workers · 130 yrs covered
Latest tool eraAI-assisted quality vision systems and predictive-maintenance platforms (machine learning process monitoring)
- Tool and Die Makers ↗55k workers · 214 yrs covered
Latest tool eraHybrid additive/subtractive manufacturing and AI-assisted CAM (metal 3D printing, generative toolpath optimization)
- Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders ↗54k workers · 181 yrs covered
Latest tool eraAI-assisted process optimization, predictive analytics, and remote operations centers
- Structural Metal Fabricators and Fitters ↗53k workers · 169 yrs covered
Latest tool eraRobotic welding cells, AI-assisted detailing, and BIM-to-fabrication automation
- Cutting and Slicing Machine Setters, Operators, and Tenders ↗48k workers · 179 yrs covered
Latest tool eraRobotic vision-guided cutting systems and AI-integrated quality control (current era)
- Sawing Machine Setters, Operators, and Tenders, Wood ↗43k workers · 214 yrs covered
Latest tool eraFull CNC sawing centers and laser scanning (contemporary era)
- Engine and Other Machine Assemblers ↗38k workers · 196 yrs covered
Latest tool eraCollaborative robots (cobots), 3D-printed tooling, and AI-guided precision assembly
- Print Binding and Finishing Workers ↗36k workers · 214 yrs covered
Latest tool eraDigital print-on-demand, automated inline finishing, and specialty post-press (2000s to present)
- Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders ↗36k workers · 146 yrs covered
Latest tool eraCobot welding cells and autonomous welding systems (Universal Robots 2008, cobot welders at FABTECH 2017)
Transportation→20 roles
- Laborers and Freight, Stock, and Material Movers, Hand ↗3.0M workers · 214 yrs covered
Latest tool eraNext-generation AI picking systems — Sparrow, Sequoia, Symbotic, vision robotics
- Stockers and Order Fillers ↗2.8M workers · 175 yrs covered
Latest tool eraAI-vision piece-picking + Symbotic at scale + BLS +8.5% projection to 2034
- Heavy and Tractor-Trailer Truck Drivers ↗2.1M workers · 138 yrs covered
Latest tool eraAurora + Kodiak — real commercial driverless freight on US highways
- Light Truck Drivers ↗983k workers · 127 yrs covered
Latest tool eraAmazon Rivian electric delivery vans — the zero-emission fleet buildout
- Industrial Truck and Tractor Operators ↗774k workers · 117 yrs covered
Latest tool eraAI-vision-guided autonomous forklifts + fleet telematics + operator-assist systems
- Packers and Packagers, Hand ↗560k workers · 149 yrs covered
Latest tool eraAmazon Sparrow (2022) + Symbotic case handling (Walmart) + vision-robotic piece picking
- Driver/Sales Workers ↗452k workers · 154 yrs covered
Latest tool eraAI telematics and Physical AI coaching (Samsara Coach, fleet safety AI, 2022-present)
- Bus Drivers, School ↗403k workers · 166 yrs covered
Latest tool eraEPA Clean School Bus Program ($5B IRA) — electric bus transition begins
- Cleaners of Vehicles and Equipment ↗374k workers · 120 yrs covered
Latest tool eraAI-guided wash robotics + interior-cleaning gantry robots
- Shuttle Drivers and Chauffeurs ↗230k workers · 129 yrs covered
Latest tool eraAutonomous shuttle pilots in fixed-route geofences (Waymo, May Mobility, Zoox)
- Bus Drivers, Transit and Intercity ↗159k workers · 206 yrs covered
Latest tool eraCOVID-19 ridership collapse + chronic driver shortage
- Refuse and Recyclable Material Collectors ↗139k workers · 139 yrs covered
Latest tool eraAI route optimization + computer-vision load scanning + autonomous prototypes
- Parking Attendants ↗135k workers · 129 yrs covered
Latest tool eraComputer-vision license-plate recognition + checkout-free parking (Metropolis, SKIDATA AI)
- Flight Attendants ↗130k workers · 104 yrs covered
Latest tool eraCrew tablets + AI cabin logistics (SITA CrewTab, aiOla speech, Airbus Smart Catering)
- Airline Pilots, Copilots, and Flight Engineers ↗99k workers · 117 yrs covered
Latest tool eraAI trajectory optimization + predictive maintenance (Thales FlytOptim, Honeywell Forge)
- Automotive and Watercraft Service Attendants ↗98k workers · 127 yrs covered
Latest tool eraEV charging + electrification of the forecourt
- Commercial Pilots ↗52k workers · 126 yrs covered
Latest tool eraAdvanced automation suites + emerging reduced-crew certification (Honeywell Anthem, EASA eMCO research)
- Machine Feeders and Offbearers ↗47k workers · 244 yrs covered
Latest tool eraVision-guided robotics, collaborative robots (cobots), and AI-assisted material handling
- Railroad Conductors and Yardmasters ↗43k workers · 203 yrs covered
Latest tool eraPTC-integrated dispatching, AI inspection tools, and two-person crew regulatory floor
- Crane and Tower Operators ↗42k workers · 164 yrs covered
Latest tool eraRemote-cabin and AI-assisted crane operation (Liebherr remote cab, anti-sway automation)