Industry Report
53 professions analyzed in the education & library sector. Average automation risk: 31%.
53
Professions
31%
Avg Automation Risk
0
High Risk
71
Avg Fossil Score
AI is replacing the low-stakes parts of university teaching — grading, content delivery, basic tutoring. What stays human is the mentorship, lab supervision, and applied field experience that agricultural science actually requires.
AI handles grading rubrics and AI-detection. The seminar discussion, the field school that makes a student an archaeologist, and the mentorship that gets a graduate placed — those still sit with a faculty member.
AI generates building images and design options instantly. Teaching students to make design decisions, critique spatial quality, and develop professional judgment in the studio still requires a practising architect who can sit across from a student and push their thinking.
AI reads handwritten historical documents and generates metadata from scanned collections faster than any human cataloguer. Evaluating which records have permanent historical value, and making them genuinely accessible to researchers, still requires professional training.
AI tutoring platforms now answer student questions about cell division and photosynthesis accurately and patiently at 2am. The professor running a dissection lab, supervising field ecology, mentoring an undergraduate research project, and leading the seminar discussion where students defend their interpretation of a study is doing work that a chatbot cannot replicate.
AI tutors handle content delivery, practice problems, and basic concept clarification at a level that was previously impossible to scale. The business professor running a live case study discussion where students must defend positions, mentoring a student through a career decision based on knowing their specific goals and limitations, or designing a course around a live consulting project with a real company is doing work AI cannot replicate.
No AI teaches a student to weld a 6G pipe joint, run a straight-line stitch on industrial sewing equipment, or safely draw blood from an uncooperative vein. The CTE teacher demonstrating technique in a live shop, diagnosing why a student's circuit won't light, and building the industry-connected programme that gets graduates hired is doing work that online course platforms and AI tutors cannot replicate.
AI handles lesson planning, grading, and virtual simulations well — but it cannot supervise a student handling concentrated acid, demonstrate burette technique, or explain why an experiment went wrong.
Communications Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
AI can explain algorithms and grade code, but recognising when a student is genuinely lost versus just stuck, and building the confidence to persist through difficult problems, are things that happen in the relationship between a teacher and student.
AI tools handle assessment generation and some instructional delivery, but teaching criminal justice requires practitioner experience that no automated platform can replicate — students learning to think about law, ethics, and evidence need instructors who have worked in the field.
AI is automating collection cataloguing and provenance research, but the scholarly judgment behind an exhibition, the decisions about what collections mean, and the public programming that brings objects to life are still driven by trained curators.
Economics Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
Education Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
AI tutoring tools, automated grading, and adaptive learning platforms are handling routine instruction and assessment tasks. The relationship-based work — knowing when a student is lost, motivating reluctant learners, adapting in real time to a classroom — is not automated.
Elementary School Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
AI helps engineering teachers do their jobs better and faster, but it can't replace the human skills at the heart of this work.
English Language and Literature Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
Environmental Science Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
Family and Consumer Sciences Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
Farm and Home Management Educators are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
AI helps foreign language and literature teachers do their jobs better and faster, but it can't replace the human skills at the heart of this work.
Forestry and Conservation Science Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
AI helps geography teachers do their jobs better and faster, but it can't replace the human skills at the heart of this work.
Health Specialties Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
AI helps history teachers do their jobs better and faster, but it can't replace the human skills at the heart of this work.
AI helps instructional coordinators do their jobs better and faster, but it can't replace the human skills at the heart of this work.
Kindergarten Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
AI helps law teachers do their jobs better and faster, but it can't replace the human skills at the heart of this work.
Librarians and Media Collections Specialists are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
Library Science Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
AI helps library technicians do their jobs better and faster, but it can't replace the human skills at the heart of this work.
AI helps mathematical science teachers do their jobs better and faster, but it can't replace the human skills at the heart of this work.
AI helps middle school teachers do their jobs better and faster, but it can't replace the human skills at the heart of this work.
AI helps museum technicians and conservators do their jobs better and faster, but it can't replace the human skills at the heart of this work.
Nursing Instructors and Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
AI helps philosophy and religion teachers do their jobs better and faster, but it can't replace the human skills at the heart of this work.
Physics Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
AI helps political science teachers do their jobs better and faster, but it can't replace the human skills at the heart of this work.
Postsecondary Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
AI helps preschool teachers do their jobs better and faster, but it can't replace the human skills at the heart of this work.
Psychology Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
Recreation and Fitness Studies Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
AI helps secondary school teachers do their jobs better and faster, but it can't replace the human skills at the heart of this work.
AI helps self-enrichment teachers do their jobs better and faster, but it can't replace the human skills at the heart of this work.
Social Sciences Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
Social Work Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
AI helps sociology teachers do their jobs better and faster, but it can't replace the human skills at the heart of this work.
Special Education Teachers are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
Content delivery is being automated. The human relationship in education is not.
Teachers and Instructors are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
Teaching Assistants are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
Tutors are in a strong position. The core of this job — working with people, making judgment calls, solving unique problems — is hard for AI to touch.
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