Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
Task
βE1 + 0.5 × E2
Return assignments to students in accordance with established deadlines.Details
O*NET Task ID 10957
1.0
Inform students of the procedures for completing and submitting class work, such as lab reports.Details
O*NET Task ID 10959
1.0
Notify instructors of errors or problems with assignments.Details
O*NET Task ID 10961
1.0
Meet with supervisors to discuss students' grades or to complete required grade-related paperwork.Details
O*NET Task ID 10962
1.0
Complete laboratory projects prior to assigning them to students so that any needed modifications can be made.Details
O*NET Task ID 10966
1.0
Develop teaching materials, such as syllabi, visual aids, answer keys, supplementary notes, or course Web sites.Details
O*NET Task ID 10967
1.0
Evaluate and grade examinations, assignments, or papers, and record grades.Details
O*NET Task ID 10956
0.5
Prepare or proctor examinations.Details
O*NET Task ID 10960
0.5
Teach undergraduate-level courses.Details
O*NET Task ID 10965
0.5
Provide assistance to faculty members or staff with laboratory or field research.Details
O*NET Task ID 10968
0.5
Order or obtain materials needed for classes.Details
O*NET Task ID 10971
0.5
Provide instructors with assistance in the use of audiovisual equipment.Details
O*NET Task ID 10972
0.5
Assist faculty members or staff with student conferences.Details
O*NET Task ID 10973
0.5
Tutor or mentor students who need additional instruction.Details
O*NET Task ID 20878
0.5
Lead discussion sections, tutorials, or laboratory sections.Details
O*NET Task ID 10955
0.0
Schedule and maintain regular office hours to meet with students.Details
O*NET Task ID 10958
0.0
Copy and distribute classroom materials.Details
O*NET Task ID 10963
0.0
Demonstrate use of laboratory equipment and enforce laboratory rules.Details
O*NET Task ID 10964
0.0
Attend lectures given by the supervising instructor.Details
O*NET Task ID 20879
0.0
Arrange for supervisors to conduct teaching observations and provide feedback about teaching performance.Details
O*NET Task ID 20880
0.0
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Eloundou et al. (2023): see full notices on the Credits page
Occupation information
ILO occupational description
University and Higher Education Teachers
University and higher education teachers prepare and deliver lectures and conduct tutorials in one or more subjects within a prescribed course of study at a university or other higher educational institution. They conduct research, and prepare scholarly papers and books.
Tasks
(a) designing and modifying curricula and preparing courses of study in accordance with requirements;
(b) preparing and delivering lectures and conducting tutorials, seminars and laboratory experiments;
(c) stimulating discussion and independent thought among students;
(d) supervising, where appropriate, experimental and practical work undertaken by students;
(e) administering, evaluating and marking examination papers and tests;
(f) directing research of post-graduate students or other members of department;
(g) researching into and developing concepts, theories and operational methods for application in industrial and other fields;
(h) preparing scholarly books, papers or articles;
(i) participating in departmental and faculty meetings and in conferences and seminars;
Example occupations
Higher education lecturer · Professor · University lecturer · University tutor
Indirect mapping — this occupation is linked to the ISCO unit group by a rule-based fallback.
Performing arts theatre instructors educate students in specific theory and, primarily, practice-based theatre courses at a specialised theatre, or acting, school or conservatory at a higher education level. They provide theoretical instruction in service of the practical skills and techniques the students must subsequently master in theatre. Performing arts theatre instructors monitor the students' progress, assist individually when necessary, and evaluate their knowledge and performance of theatre practice through assignments, tests and examinations.
economics lecturerESCO 2310.1.14
Economics lecturers are subject professors, assistant professors, teachers, lectures, assistant lecturers, mentors who instruct students in their own specialised field of study, economics. They develop curriculum, prepare classes (lectures, practical classes, seminars, trainings etc.), monitor learning outcomes, supervise student study path. They conduct academic research in their field of economics and present their findings at the conferences and in publications. They are involved in some university management functions.
medicine lecturerESCO 2310.1.25
Medicine lecturers are subject professors, teachers, or lecturers, and often doctors who instruct students who have obtained an upper secondary education diploma in their own specialised field of study, medicine, which is predominantly academic in nature. They work with their university research assistants and university teaching assistants for the preparation of lectures and of exams, for grading papers and exams, for leading laboratory practices, and for leading review and feedback sessions for the students. They also conduct academic research in their respective field of medicine, publish their findings and liaise with other university colleagues.
university teaching assistantESCO 2310.1.42
University teaching assistants are graduate students or recent graduates employed on a temporary contract at a university or a college for teaching-related responsibilities. They assist the professor, lecturer or teacher of the specific course they are in charge of in the preparation of lectures and of exams, grading papers and exams and leading review and feedback sessions for the students.
sociology lecturerESCO 2310.1.38
Sociology lecturers are subject professors, teachers, or lecturers who instruct students who have obtained an upper secondary education diploma in their own specialised field of study, sociology, which is predominantly academic in nature. They work with their university research assistants and university teaching assistants
for the preparation of lectures and of exams, grading papers and exams and leading review and feedback sessions for the students. They also conduct academic research in their field of sociology, publish their findings and liaise with other university colleagues.
nursing lecturerESCO 2310.1.28
Nursing lecturers are subject professors, teachers, or lecturers, and often doctors who instruct students who have obtained an upper secondary education diploma in their own specialised field of study, nursing, which is predominantly academic in nature. They work with their university research assistants and university teaching assistants for the preparation of lectures and of exams, for grading papers and exams, for leading laboratory practices, and for leading review and feedback sessions for the students. They also conduct academic research in their respective field of nursing, publish their findings and liaise with other university colleagues.
business lecturerESCO 2310.1.7
Business lecturers are subject professors, teachers, or lecturers who instruct students who have obtained an upper secondary education diploma in their own specialised field of study, business, which is predominantly academic in nature. They work with their university research assistants and university teaching assistants
for the preparation of lectures and of exams, grading papers and exams and leading review and feedback sessions for the students. They also conduct academic research in their field of business, publish their findings and liaise with other university colleagues.
earth science lecturerESCO 2310.1.13
Earth science lecturers are subject professors, teachers, or lecturers who instruct students who have obtained an upper secondary education diploma in their own specialised field of study, earth science, which is predominantly academic in nature. They work with their university research assistants and university teaching assistants in preparation of lectures and of exams, grading papers and exams and leading review and feedback sessions for the students. They also conduct academic research in their field of earth science, publish their findings and liaise with other university colleagues.
social work practice educatorESCO 2310.2
Social work practice educators teach, supervise and assess social work students prior, during and after they have obtained their degree. They contribute to their placement and have the authority to recommend students on the basis of appropriate evidence.
veterinary medicine lecturerESCO 2310.1.43
Veterinary medicine lecturers are subject professors, teachers, or lecturers, and often doctors who instruct students who have obtained an upper secondary education diploma in their own specialised field of study, veterinary medicine, which is predominantly academic in nature. They work with their university research assistants and university teaching assistants for the preparation of lectures and of exams, for grading papers and exams, for leading laboratory practices, and for leading review and feedback sessions for the students. They also conduct academic research in their respective field of veterinary medicine, publish their findings and liaise with other university colleagues.
dentistry lecturerESCO 2310.1.12
Dentistry lecturers are subject professors, teachers, or lecturers, and often doctors who instruct students who have obtained an upper secondary education diploma in their own specialised field of study, dentistry, which is predominantly academic in nature. They work with their university research assistants and university teaching assistants for the preparation of lectures and of exams, for grading papers and exams, for leading laboratory practices, and for leading review and feedback sessions for the students. They also conduct academic research in their respective field of dentistry, publish their findings and liaise with other university colleagues.
journalism lecturerESCO 2310.1.21
Journalism lecturers and media are subject professors, teachers, or lecturers who instruct students who have obtained an upper secondary education diploma in their own specialised field of study, journalism and media, which is predominantly academic in nature. They work with theiruniversity research assistants and university teaching assistants for the preparation of lectures and of exams, for grading papers and exams and for leading review and feedback sessions for the students. They also conduct academic research in their respective field of journalism and media, publish their findings and liaise with other university colleagues.
Source:European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
ESCO reuse terms and the modification notice are in Credits.
Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.
The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.
Projected change: +2.7%
Median wage: $43K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
