كيميائيون
علوم الحياة والفيزيائية والاجتماعيةالتعرّض للذكاء الاصطناعي
- مصدر البيانات: BLSتاريخ النشر: 2026-08
مرتفع جدًا· 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: Anthropicتاريخ النشر: 2026-03
0.261
0.000نطاق القيم المعروضة هنا0.745المقياس والأساس والمصدر
- مصدر البيانات: ILOتاريخ النشر: 2025
0.39
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 44%.
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 % |
|---|---|
Analyze organic or inorganic compounds to determine chemical or physical properties, composition, structure, relationships, or reactions, using chromatography, spectroscopy, or spectrophotometry techniques.19-2031 | 0.221184.4 |
Confer with scientists or engineers to conduct analyses of research projects, interpret test results, or develop nonstandard tests.19-2031 | 0.01686.4 |
Study effects of various methods of processing, preserving, or packaging on composition or properties of foods.19-2031 | 0.00823.1 |
Induce changes in composition of substances by introducing heat, light, energy, or chemical catalysts for quantitative or qualitative analysis.19-2031 | 0.00602.3 |
Compile and analyze test information to determine process or equipment operating efficiency or to diagnose malfunctions.19-2031 | 0.00381.4 |
Write technical papers or reports or prepare standards and specifications for processes, facilities, products, or tests.19-2031 | 0.00341.3 |
Direct, coordinate, or advise personnel in test procedures for analyzing components or physical properties of materials.19-2031 | 0.00261.0 |
| Not observed on any surface — 6 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. | |
Develop, improve, or customize products, equipment, formulas, processes, or analytical methods. | —0 |
Prepare test solutions, compounds, or reagents for laboratory personnel to conduct tests. | —0 |
Maintain laboratory instruments to ensure proper working order and troubleshoot malfunctions when needed. | —0 |
Conduct quality control tests. | —0 |
Evaluate laboratory safety procedures to ensure compliance with standards or to make improvements as needed. | —0 |
Purchase laboratory supplies, such as chemicals, when supplies are low or near their expiration date. | —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 |
|---|---|
Write technical papers or reports or prepare standards and specifications for processes, facilities, products, or tests.O*NET Task ID 1511 | 1.0 |
Analyze organic or inorganic compounds to determine chemical or physical properties, composition, structure, relationships, or reactions, using chromatography, spectroscopy, or spectrophotometry techniques.O*NET Task ID 1505 | 0.5 |
Develop, improve, or customize products, equipment, formulas, processes, or analytical methods.O*NET Task ID 1506 | 0.5 |
Compile and analyze test information to determine process or equipment operating efficiency or to diagnose malfunctions.O*NET Task ID 1507 | 0.5 |
Confer with scientists or engineers to conduct analyses of research projects, interpret test results, or develop nonstandard tests.O*NET Task ID 1508 | 0.5 |
Direct, coordinate, or advise personnel in test procedures for analyzing components or physical properties of materials.O*NET Task ID 1509 | 0.5 |
Study effects of various methods of processing, preserving, or packaging on composition or properties of foods.O*NET Task ID 1512 | 0.5 |
Evaluate laboratory safety procedures to ensure compliance with standards or to make improvements as needed.O*NET Task ID 20388 | 0.5 |
Purchase laboratory supplies, such as chemicals, when supplies are low or near their expiration date.O*NET Task ID 20389 | 0.5 |
Induce changes in composition of substances by introducing heat, light, energy, or chemical catalysts for quantitative or qualitative analysis.O*NET Task ID 1510 | 0.0 |
Prepare test solutions, compounds, or reagents for laboratory personnel to conduct tests.O*NET Task ID 1513 | 0.0 |
Maintain laboratory instruments to ensure proper working order and troubleshoot malfunctions when needed.O*NET Task ID 18474 | 0.0 |
Conduct quality control tests.O*NET Task ID 18475 | 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