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Everything About Work

Jobs AI cannot take

All sixty professions ranked by how much of the work resists automation — and the reasoning behind each score.

Every profession on this site, ranked by how much of its actual work resists automation. The score is reasoned from tasks rather than job titles: a role is only as safe as the parts of it a machine cannot yet do, and no title is protected by prestige alone.

🫀
Surgeon
92 / 100
1
💉
Nurse
91 / 100
2
⚖️
Judge
90 / 100
3

The full ranking

1 🫀 SurgeonMedicine & Life 92Very low 2 💉 NurseMedicine & Life 91Very low 3 ⚖️ JudgeLaw & Public Service 90Very low 4 🚒 FirefighterLaw & Public Service 90Very low 5 🚀 EntrepreneurBusiness & Finance 88Very low 6 🪚 CarpenterCraft & Trade 88Low 7 🏔️ Mountain GuideFrontier & Field 88Very low 8 🏅 AthleteMedia & Performance 88Very low 9 🧩 PsychologistEducation & Humanities 82Low 10 🔥 BlacksmithCraft & Trade 82Low 11 WatchmakerCraft & Trade 80Low 12 🐾 VeterinarianMedicine & Life 78Low 13 🕊️ DiplomatLaw & Public Service 78Low 14 🧿 Quantum EngineerScience & Research 78Low 15 🏗️ ArchitectArts & Creation 78Low 16 🏫 TeacherEducation & Humanities 78Low 17 🍳 ChefCraft & Trade 78Low 18 🧵 TailorCraft & Trade 78Low 19 🏺 ArchaeologistFrontier & Field 78Low 20 🎓 ProfessorEducation & Humanities 76Low 21 🛰️ Aerospace EngineerEngineering & Technology 74Low 22 🖌️ PainterArts & Creation 74Low 23 👨‍🚀 AstronautFrontier & Field 74Low 24 🕹️ Esports ProMedia & Performance 74Low 25 🧠 PsychiatristMedicine & Life 73Low 26 🎬 Film DirectorArts & Creation 73Moderate 27 🌉 Civil EngineerEngineering & Technology 72Low 28 🌬️ Renewable Energy EngineerEngineering & Technology 72Low 29 🍷 SommelierCraft & Trade 72Low–moderate 30 ✈️ PilotFrontier & Field 72Moderate 31 🌾 FarmerFrontier & Field 72Moderate–low 32 🧬 Genetic CounselorMedicine & Life 72Low 33 🧪 ChemistScience & Research 70Moderate 34 🔭 AstronomerScience & Research 70Low–moderate 35 🧮 MathematicianScience & Research 70Moderate 36 📜 HistorianEducation & Humanities 70Moderate 37 🎭 ActorMedia & Performance 70Moderate 38 🔎 UX ResearcherArts & Creation 69Moderate 39 🧫 Clinical Data ScientistScience & Research 68Moderate 40 🩺 PhysicianMedicine & Life 67Moderate 41 🚓 Police OfficerLaw & Public Service 66Moderate 42 🌿 Sustainability ManagerBusiness & Finance 66Moderate 43 🦾 Robotics EngineerEngineering & Technology 65Moderate 44 ⚛️ PhysicistScience & Research 65Moderate 45 🎮 Game DesignerArts & Creation 65Moderate 46 Ship CaptainFrontier & Field 65Moderate 47 🧬 BiologistScience & Research 64Moderate 48 🔐 Cybersecurity SpecialistEngineering & Technology 63Moderate 49 ✍️ NovelistArts & Creation 62Moderate 50 💱 EconomistBusiness & Finance 62Moderate 51 🔌 Semiconductor EngineerEngineering & Technology 60Moderate 52 🎻 MusicianArts & Creation 60Moderate 53 💊 PharmacistMedicine & Life 58Moderate 54 👔 LawyerLaw & Public Service 58Moderate 55 📰 JournalistMedia & Performance 58Moderate 56 🎞️ AnimatorMedia & Performance 56Moderate 57 📖 LibrarianEducation & Humanities 55Moderate 58 📷 PhotographerMedia & Performance 55Moderate 59 📦 MLOps EngineerEngineering & Technology 54Moderate 60 🤖 AI ResearcherEngineering & Technology 50Moderate 61 🗺️ Product ManagerBusiness & Finance 50Moderate 62 📋 Civil ServantLaw & Public Service 42High 63 💹 Investment BankerBusiness & Finance 42High 64 📊 Data ScientistScience & Research 38High 65 📣 MarketerBusiness & Finance 38High 66 💻 Software EngineerEngineering & Technology 35High 67 🧾 AccountantBusiness & Finance 35High 68 🌐 TranslatorEducation & Humanities 28High

Scores are editorial judgements anchored to the task breakdown on each profession's AI page, not forecasts.

AI exposure scenarios

Three reversible lenses: augment the work, replace a slice, or open a niche. Teaching marks — not forecasts.

Augment

Keep the role; AI speeds drafts, triage, or research while judgement and accountability stay human.

Replace a slice

A narrow task stack may compress first (templates, first drafts, routine scoring) while adjacent craft grows.

New niche

Oversight, integration, and domain QA roles can appear where AI output must be trusted in regulated settings.