Career guides

Each guide breaks down a role's AI exposure, the durable core, and where to pivot.

Skincare Specialists · Personal Care37 Low Slaughterers and Meat Packers · Production39 Low Social and Community Service Managers · Management58 Elevated Social and Human Service Assistants · Community & Social Service61 Elevated Social Media Manager · Marketing63 High Social Science Research Assistants · Science75 Very High Social Work Teachers, Postsecondary · Education54 Elevated Social Worker · Healthcare34 Low Sociologists · Science59 Elevated Sociology Teachers, Postsecondary · Education64 High Software Developer · Technology57 Elevated Software Quality Assurance Analysts and Testers · Computer & Mathematical77 Very High Soil and Plant Scientists · Science56 Elevated Solar Energy Installation Managers · Construction54 Elevated Solar Energy Systems Engineers · Architecture & Engineering53 Elevated Solar Photovoltaic Installers · Construction45 Moderate Solar Sales Representatives and Assessors · Sales67 High Solar Thermal Installers and Technicians · Construction40 Moderate Solutions Architect · Technology50 Elevated Sound Engineering Technicians · Arts, Design & Media64 High Spa Managers · Management56 Elevated Special Education Teachers, Middle School · Education50 Elevated Special Education Teachers, Preschool · Education45 Moderate Special Education Teachers, Secondary School · Education48 Moderate Special Effects Artists and Animators · Arts, Design & Media59 Elevated Speech-Language Pathologists · Healthcare55 Elevated Speech-Language Pathology Assistants · Healthcare Support53 Elevated Sports Medicine Physicians · Healthcare45 Moderate Stationary Engineers and Boiler Operators · Production61 Elevated Statistical Assistants · Administrative75 Very High Statistician · Technology57 Elevated Stockers and Order Fillers · Transportation54 Elevated Stone Cutters and Carvers, Manufacturing · Production43 Moderate Stonemasons · Construction23 Low Structural Iron and Steel Workers · Construction28 Low Structural Metal Fabricators and Fitters · Production44 Moderate Substance Abuse and Behavioral Disorder Counselors · Community & Social Service59 Elevated Subway and Streetcar Operators · Transportation51 Elevated Supply Chain Analyst · Operations60 Elevated Supply Chain Managers · Management61 Elevated Surgical Assistants · Healthcare44 Moderate Surgical Technologists · Healthcare44 Moderate Survey Researchers · Science70 High Surveying and Mapping Technicians · Architecture & Engineering70 High Surveyors · Architecture & Engineering65 High Sustainability Specialists · Business & Finance61 Elevated Switchboard Operators, Including Answering Service · Administrative75 Very High Systems Administrator · Technology62 Elevated Tailors, Dressmakers, and Custom Sewers · Production43 Moderate Talent Directors · Arts, Design & Media53 Elevated Tank Car, Truck, and Ship Loaders · Transportation58 Elevated Tapers · Construction28 Low Tax Examiners and Collectors, and Revenue Agents · Business & Finance78 Very High Tax Preparer · Finance76 Very High Teaching Assistants, Postsecondary · Education55 Elevated Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education · Education48 Moderate Team Assemblers · Production47 Moderate Technical Support Specialist · Support60 Elevated Technical Writer · Media68 High Telecommunications Engineering Specialists · Computer & Mathematical67 High