معلمون بديلون قصيرو الأجل
التعليم والتدريبالتعرّض للذكاء الاصطناعي
- مصدر البيانات: BLSتاريخ النشر: 2026-08
مرتفع· نسبي
منخفضأربع فئات نسبيةمرتفع جدًاقيمة على مستوى المجموعة المهنية
المقياس والأساس والمصدر
أربع فئات نسبية (منخفض / متوسط / مرتفع / مرتفع جدًا)
831 مهنة تفصيلية في جدول توقعات التوظيف لدى BLS. وتُسند القيمة على مستوى رمز مصفوفة التوظيف الوطنية (NEM)، فالمهن التي تشترك في الرمز نفسه تأخذ النطاق نفسه
- مصدر البيانات: ILOتاريخ النشر: 2025
0.33
0.09نطاق القيم المعروضة هنا0.70قيمة على مستوى المجموعة المهنية
المقياس والأساس والمصدر
مؤشر التعرّض للذكاء الاصطناعي التوليدي، 0–1 كما نُشر
وحدة التصنيف ISCO-08 — تأخذ كل المهن ذات الرمز نفسه هذه القيمة
محسوب من قِبل هذا الموقع وليس منشورًا من منظمة العمل الدولية: من بين 1,012 مهنة يربطها هذا الموقع بمجموعة بيانات المنظمة، تبلغ نسبة التي تساوي هذه القيمة أو تتجاوزها 63%.
- مصدر البيانات: OpenAIتاريخ النشر: 2023
0.083
0.000نطاق القيم المعروضة هنا0.844المقياس والأساس والمصدر
ما نوع القيمة التي ينشرها هذا المصدر
فئة BLS رتبة نسبية لا مستوى مطلق، وليست قياسًا مباشرًا: فهي تجمع الرتب المئينية للمهنة في عدة دراسات منشورة في أربع فئات. وهي ليست توقّعًا للتوظيف أو الأجور، ولا احتمالًا للتبني، ولا تفرّق بين الأتمتة والتعزيز.
Task-level exposure
المهام ذات التعرض فقط| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Provide private instruction to individual or small groups of students to improve academic performance, improve occupational skills, or prepare for academic or occupational tests.25-3099 | 0.978058.7 | 0.212749.8 |
Review class material with students by discussing text, working solutions to problems, or reviewing worksheets or other assignments.25-3099 | 0.472428.3 | 0.111926.2 |
Develop teaching or training materials, such as handouts, study materials, or quizzes.25-3099 | 0.15579.3 | 0.052612.3 |
Research or recommend textbooks, software, equipment, or other learning materials to complement tutoring.25-3099 | 0.02821.7 | 0.00350.8 |
Administer, proctor, or score academic or diagnostic assessments.25-3099 | 0.01921.2 | 0.045010.5 |
Teach students study skills, note-taking skills, and test-taking strategies.25-3099 | 0.00870.5 | —0 |
Communicate students' progress to students, parents or teachers in written progress reports, in person, by phone, or by email.25-3099 | 0.00320.2 | —0 |
Maintain records of students' assessment results, progress, feedback, or school performance, ensuring confidentiality of all records.25-3099 | 0.00210.1 | —0 |
Monitor student performance or assist students in academic environments, such as classrooms, laboratories, or computing centers. | —0 | 0.00180.4 |
| Not observed on any surface — 10 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | ||
Schedule tutoring appointments with students or their parents. | —0 | —0 |
Prepare and facilitate tutoring workshops, collaborative projects, or academic support sessions for small groups of students. | —0 | —0 |
Participate in training and development sessions to improve tutoring practices or learn new tutoring techniques. | —0 | —0 |
Organize tutoring environment to promote productivity and learning. | —0 | —0 |
Provide feedback to students using positive reinforcement techniques to encourage, motivate, or build confidence in students. | —0 | —0 |
Prepare lesson plans or learning modules for tutoring sessions according to students' needs and goals. | —0 | —0 |
Collaborate with students, parents, teachers, school administrators, or counselors to determine student needs, develop tutoring plans, or assess student progress. | —0 | —0 |
Assess students' progress throughout tutoring sessions. | —0 | —0 |
Travel to students' homes, libraries, or schools to conduct tutoring sessions. | —0 | —0 |
Identify, develop, or implement intervention strategies, tutoring plans, or individualized education plans (IEPs) for students. | —0 | —0 |
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 |
|---|---|
Answer students' questions.O*NET Task ID 22389 | 1.0 |
Distribute or collect tests or homework assignments.O*NET Task ID 22393 | 1.0 |
Follow lesson plans designed by absent teachers.O*NET Task ID 22396 | 1.0 |
Operate equipment such as computers or audio-visual aids to supplement presentations.O*NET Task ID 22398 | 1.0 |
Take class attendance and maintain attendance records.O*NET Task ID 22403 | 1.0 |
Attend professional meetings, educational conferences, or teacher training workshops to improve professional competence.O*NET Task ID 22391 | 0.5 |
Grade students' assignments and exams.O*NET Task ID 22397 | 0.5 |
Teach a variety of subjects, such as English, mathematics, and social studies.O*NET Task ID 22404 | 0.5 |
Assist students with boarding or exiting school buses.O*NET Task ID 22390 | 0.0 |
Counsel students with adjustment or academic problems.O*NET Task ID 22392 | 0.0 |
Distribute teaching materials, such as textbooks, workbooks, papers, and pencils, to students.O*NET Task ID 22394 | 0.0 |
Enforce school and class rules to maintain order in the classroom.O*NET Task ID 22395 | 0.0 |
Organize and supervise games or other recreational activities.O*NET Task ID 22399 | 0.0 |
Provide disabled students with assistive devices, supportive technology, or assistance accessing facilities, such as restrooms.O*NET Task ID 22400 | 0.0 |
Restock teaching materials or supplies.O*NET Task ID 22401 | 0.0 |
Supervise students during activities outside the classroom, such as recess, lunch, and field trips.O*NET Task ID 22402 | 0.0 |
Teach social skills to students, such as communication, conflict resolution, and etiquette.O*NET Task ID 22405 | 0.0 |
Tutor or assist students individually or in small groups.O*NET Task ID 22406 | 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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page