शिक्षा नीति विश्लेषक

शिक्षा और प्रशिक्षण

AI एक्सपोजर

डेटा स्रोत: BLSप्रकाशन: 2026-08
बहुत उच्च· सापेक्ष
कमचार सापेक्ष श्रेणियाँबहुत उच्च
व्यवसाय-समूह स्तर का मान
मापक्रम, आधार और स्रोत
चार सापेक्ष बैंड (कम / मध्यम / उच्च / बहुत उच्च)
BLS रोज़गार पूर्वानुमान तालिका के 831 विस्तृत व्यवसायों के आधार पर। मान NEM (नेशनल एम्प्लॉयमेंट मैट्रिक्स) कोड के स्तर पर दिया जाता है, इसलिए एक ही NEM कोड वाले व्यवसायों को वही बैंड मिलता है
स्रोत डेटासेट (XLSX फ़ाइल डाउनलोड)
डेटा स्रोत: Anthropicप्रकाशन: 2026-03
0.033
0.000यहाँ दिए गए मानों की सीमा0.745
मापक्रम, आधार और स्रोत
प्रेक्षित एक्सपोजर सूचकांक, प्रकाशित रूप में 0–1
O*NET कार्यों पर मैप किया गया
स्रोत डेटासेट
डेटा स्रोत: ILOप्रकाशन: 2025
0.47
0.09यहाँ दिए गए मानों की सीमा0.70
व्यवसाय-समूह स्तर का मान
मापक्रम, आधार और स्रोत
जेनरेटिव AI एक्सपोजर सूचकांक, प्रकाशित रूप में 0–1
ISCO-08 यूनिट समूह — समान कोड वाले सभी व्यवसायों को यही मान मिलता है
यह इस साइट की गणना है, ILO द्वारा प्रकाशित आँकड़ा नहीं: इस साइट द्वारा ILO डेटासेट से जोड़े गए 1,012 व्यवसायों में से 23% इस मान के बराबर या उससे अधिक हैं।
स्रोत डेटासेट

यह स्रोत किस प्रकार का आँकड़ा प्रकाशित करता है

BLS की श्रेणी सापेक्ष रैंक है, निरपेक्ष स्तर नहीं, और यह प्रथम-हस्त माप भी नहीं है: यह कई प्रकाशित अध्ययनों में व्यवसाय की पर्सेंटाइल रैंकों को चार बैंडों में बांटती है। यह रोज़गार या वेतन का पूर्वानुमान नहीं है, न अपनाए जाने की संभावना, और यह स्वचालन और संवर्धन में अंतर नहीं करती।

Task-level exposure

12 छिपे कार्य दिखाएँ

Task	Claude.aiRaw / share %
Prepare or review engineering studies or specifications. 19-3099	0.012923.4
Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations. 19-3099	0.007814.2
Prepare reports or recommendations on transportation planning. 19-3099	0.007613.7
Design transportation surveys to identify areas of public concern. 19-3099	0.006912.5
Define regional or local transportation planning problems or priorities. 19-3099	0.00488.7
Develop computer models to address transportation planning issues. 19-3099	0.00437.8
Develop or test new methods or models of transportation analysis. 19-3099	0.00407.3
Prepare necessary documents to obtain project approvals or permits. 19-3099	0.00254.5
Analyze information from traffic counting programs. 19-3099	0.00234.3
Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national levels. 19-3099	0.00203.5

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
Develop computer models to address transportation planning issues. O*NET Task ID 16948	1.0
Prepare necessary documents to obtain planned project approvals or permits. O*NET Task ID 20979	1.0
Prepare or review engineering studies or specifications. O*NET Task ID 16934	0.5
Represent jurisdictions in the legislative or administrative approval of land development projects. O*NET Task ID 16935	0.5
Direct urban traffic counting programs. O*NET Task ID 16937	0.5
Develop or test new methods or models of transportation analysis. O*NET Task ID 16938	0.5
Define or update information such as urban boundaries or classification of roadways. O*NET Task ID 16939	0.5
Analyze information from traffic counting programs. O*NET Task ID 16941	0.5
Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations. O*NET Task ID 16942	0.5
Prepare reports or recommendations on transportation planning. O*NET Task ID 16943	0.5
Produce environmental documents, such as environmental assessments or environmental impact statements. O*NET Task ID 16944	0.5
Design transportation surveys to identify areas of public concern. O*NET Task ID 16949	0.5
Collaborate with engineers to research, analyze, or resolve complex transportation design issues. O*NET Task ID 16951	0.5
Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections. O*NET Task ID 16952	0.5
Define regional or local transportation planning problems or priorities. O*NET Task ID 16953	0.5
Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs. O*NET Task ID 16954	0.5
Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national level. O*NET Task ID 19779	0.5
Interpret data from traffic modeling software, geographic information systems, or associated databases. O*NET Task ID 20976	0.5
Design new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, or car parking areas. O*NET Task ID 20977	0.5
Evaluate transportation project needs or costs. O*NET Task ID 20978	0.5
Evaluate transportation-related consequences of federal or state legislative proposals. O*NET Task ID 20980	0.5
11 और कार्य दिखाएँ ▾कम दिखाएँ ▴

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

व्यावसायिक जानकारी

ILO

आईएलओ व्यावसायिक विवरण

Philosophers, Historians and Political Scientists

दार्शनिक, इतिहासकार और राजनीति शास्त्री

स्वयं अनूदित

स्वयं अनूदित — यह आधिकारिक ISCO शब्दावली नहीं है (ILO द्वारा समीक्षित नहीं)।

Philosophers, historians and political scientists conduct research into the nature of human experience and existence, phases or aspects of human history, and political structures, movements and behaviour. They document and report on findings to inform and guide political and individual actions

कार्य

(a) researching, mostly by reasoning, into the general causes, principles and meanings of the world, human actions, experience and existence, and interpreting and developing philosophical concepts and theories;
(b) consulting and comparing primary sources, such as original or contemporary records of past events, and secondary sources such as archaeological or anthropological findings;
(c) extracting relevant material, checking its authenticity, and researching into and describing the history of a particular period, country or region, or a particular facet - for example economic, social or political - of its history;
(d) conducting research in such fields as political philosophy, or past and present theory and practice of political systems, institutions or behaviour;
(e) observing contemporary political institutions and opinions, collecting data on them from various sources, including interviews with government and political party officials and other relevant persons;
(f) developing theories, models and methods to interpret and describe the nature of human experience and historical and political events and behaviour;
(g) presenting findings and conclusions for publication or use by government, political parties or other organizations and interested persons;
(h) preparing scholarly papers and reports.

उदाहरण व्यवसाय

Genealogist · Historian · Philosopher · Political scientist

अप्रत्यक्ष मानचित्रण — यह व्यवसाय नियम-आधारित फ़ॉलबैक द्वारा ISCO इकाई समूह से जुड़ा है।

ISCO-08 2633

Sources: ILO ISCO-08 — details: Credits

AI एक्सपोजर

Task-level exposure

व्यावसायिक जानकारी

आईएलओ व्यावसायिक विवरण

ESCO व्यावसायिक शब्दावली