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
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 7%.
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.
Perform routine system administrative functions such as troubleshooting, back-ups, and upgrades.Details
43-9111
1.812454.3
Develop or apply data mining and machine learning algorithms.Details
43-9111
0.628018.8
Compile reports, charts, or graphs that describe and interpret findings of analyses.Details
43-9111
0.26578.0
Monitor database performance and perform any necessary maintenance, upgrades, or repairs.Details
43-9111
0.19996.0
Compute and analyze data, using statistical formulas and computers or calculators.Details
43-9111
0.10943.3
Write computer programs or scripts to be used in querying databases.Details
43-9111
0.08132.4
Document all database changes, modifications, or problems.Details
43-9111
0.06051.8
Create data management or error-checking procedures and user manuals.Details
43-9111
0.05471.6
Discuss data presentation requirements with clients.Details
43-9111
0.03060.9
Conduct quality analyses of data inputs and resulting analyses or predictions.Details
43-9111
0.02680.8
Select statistical tests for analyzing data.Details
43-9111
0.01840.6
Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve.Details
43-9111
0.01410.4
Enter or retrieve information from structural databases, protein sequence motif databases, mutation databases, genomic databases or gene expression databases.Details
43-9111
0.01020.3
Design or implement web-based tools for querying large-scale biological databases.Details
43-9111
0.00830.3
Analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques.Details
43-9111
0.00600.2
Develop or maintain applications that process biologically based data into searchable databases for purposes of analysis, calculation, or presentation.Details
43-9111
0.00400.1
Enter data into computers for use in analyses or reports.Details
43-9111
0.00260.1
File data and related information and maintain and update databases.Details
43-9111
0.00200.1
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
Compute and analyze data, using statistical formulas and computers or calculators.Details
O*NET Task ID 9788
1.0
Enter data into computers for use in analyses or reports.Details
O*NET Task ID 9789
1.0
Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.Details
O*NET Task ID 9790
1.0
Compile reports, charts, or graphs that describe and interpret findings of analyses.Details
O*NET Task ID 9791
1.0
Check source data to verify completeness and accuracy.Details
O*NET Task ID 9792
1.0
Participate in the publication of data or information.Details
O*NET Task ID 9793
1.0
File data and related information, and maintain and update databases.Details
O*NET Task ID 9795
1.0
Select statistical tests for analyzing data.Details
O*NET Task ID 9796
1.0
Organize paperwork, such as survey forms or reports, for distribution or analysis.Details
O*NET Task ID 9797
1.0
Code data prior to computer entry, using lists of codes.Details
O*NET Task ID 9798
1.0
Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.Details
O*NET Task ID 9799
0.5
Interview people and keep track of their responses.Details
O*NET Task ID 9800
0.5
Send out surveys.Details
O*NET Task ID 9801
0.5
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
معلومات مهنية
الوصف المهني لمنظمة العمل الدولية (ILO)
Statistical, Mathematical and Related Associate Professionals
اختصاصيون مساعدون في الإحصاء والرياضيات ومن يرتبط بهم
ILOSTAT — ISCO-08 Structure EN AR v1.0 (2021), translated by the Regional Working Group on Labour Indicators in the Arab Region / ILO Dept. of Statistics + ROAS
Statistical, mathematical and related associate professionals assist in planning the collection, processing and presentation of statistical, mathematical or actuarial data and in carrying out these operations, usually working under the guidance of statisticians, mathematicians and actuaries.
المهام
(a) assisting in planning and performing statistical, mathematical, actuarial and related calculations;
(b) preparing detailed estimates of quantities and costs of materials and labour required for statistical census and survey operations;
(c) performing technical tasks connected with establishing, maintaining and using registers and sampling frames for census and survey operations;
(d) performing technical tasks connected with data collection and quality control operations in censuses and surveys;
(e) using standard computer software packages to perform mathematical, actuarial, statistical, accounting and related calculations;
(f) preparing statistical, mathematical, actuarial, accounting and other results for presentation in graphical or tabular form;
(g) applying knowledge of statistical, mathematical, actuarial, accounting and related principles and practices in order to identify and solve problems arising in the course of their work;
يقوم المساعدون الأكتواريون بإجراء بحث بيانات إحصائية من أجل تحديد أسعار الأقساط وسياسات التأمين. ويراجعون إمكانية وقوع الحوادث والإصابات وتلف العقارات باستخدام الصيغ والنماذج الإحصائية.
مساعد إحصائي / مساعدة إحصائيةESCO 3314.2
يجمع المساعدون الإحصائيون البيانات ويستخدمون الصيغ الإحصائية لتنفيذ الدراسات الإحصائية وإنشاء التقارير. ويقومون بإنشاء المخططات والرسوم البيانية والاستبيانات.
المصدر: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: -1.8%
Median wage: $50K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
