बायोमेट्रिक्स इंजीनियर
कंप्यूटर और गणितAI एक्सपोजर
- डेटा स्रोत: BLSप्रकाशन: 2026-08
बहुत उच्च· सापेक्ष
कमचार सापेक्ष श्रेणियाँबहुत उच्चव्यवसाय-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
- डेटा स्रोत: Anthropicप्रकाशन: 2026-03
0.311
0.000यहाँ दिए गए मानों की सीमा0.745मापक्रम, आधार और स्रोत
- डेटा स्रोत: ILOप्रकाशन: 2025
0.43
0.09यहाँ दिए गए मानों की सीमा0.70व्यवसाय-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 30% इस मान के बराबर या उससे अधिक हैं।
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
केवल एक्सपोज़र वाले कार्य| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Search electronic sources, such as databases or repositories, or manual sources for information.15-1299 | 4.950064.0 | 5.720045.1 |
Confer with users to analyze, configure, or troubleshoot applications.15-1299 | 0.64008.3 | 0.15001.2 |
Provide technical guidance or support for the development or troubleshooting of systems.15-1299 | 0.48006.2 | 0.07000.6 |
Write and execute scripts to automate tasks, such as parsing large data files.15-1299 | 0.21002.7 | 0.16001.3 |
Create, analyze, report, convert, or transfer data, using specialized applications program software.15-1299 | 0.15001.9 | 0.24001.9 |
Evaluate existing systems to determine effectiveness, and suggest changes to meet organizational requirements.15-1299 | 0.08001.0 | 0.04000.3 |
Monitor system operation to detect potential problems.15-1299 | 0.07000.9 | 0.67005.3 |
Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.15-1299 | 0.06000.8 | 3.560028.1 |
Review or update Web page content or links in a timely manner, using appropriate tools.15-1299 | 0.06000.8 | 0.11000.9 |
Retrieve electronic assets from repository for distribution to users, collecting and returning to repository, if necessary.15-1299 | 0.06000.8 | 0.11000.9 |
Communicate with staff or clients to understand specific system requirements.15-1299 | 0.00000.0 | 0.00000.0 |
Back up or modify applications and related data to provide for disaster recovery.15-1299 | 0.00000.0 | 0.00000.0 |
Implement Web site security measures, such as firewalls or message encryption.15-1299 | 0.00000.0 | 0.00000.0 |
Install or configure Web server software or hardware to ensure that directory structure is well-defined, logical, and secure, and that files are named properly.15-1299 | 0.00000.0 | 0.00000.0 |
Document installation or configuration procedures to allow maintenance and repetition.15-1299 | 0.00000.0 | 0.00000.0 |
Inform Web site users of problems, problem resolutions, or application changes and updates.15-1299 | 0.00000.0 | 0.00000.0 |
Document application and Web site changes or change procedures.15-1299 | 0.00000.0 | 0.00000.0 |
Confer with project personnel to identify and resolve problems.15-1299 | 0.00000.0 | 0.00000.0 |
Monitor or track project milestones and deliverables.15-1299 | 0.00000.0 | 0.00000.0 |
Propose recommendations for improving content management system capabilities.15-1299 | 0.00000.0 | 0.00000.0 |
Document technical functions and specifications for new or proposed content management systems.15-1299 | 0.00000.0 | 0.00000.0 |
Configure information systems to incorporate principles of least functionality and least access.15-1299 | 0.00000.0 | 0.00000.0 |
Write reports regarding investigations of information security breaches or network evaluations.15-1299 | 0.00000.0 | 0.00000.0 |
Write cyber defense recommendations, reports, or white papers using research or experience.15-1299 | 0.00000.0 | 0.00000.0 |
Automate the deployment of software updates over geographically distributed network nodes.15-1299 | 0.00000.0 | 0.00000.0 |
Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components.15-1299 | 0.00000.0 | —0 |
Define and analyze objectives, scope, issues, or organizational impact of information systems.15-1299 | 0.00000.0 | —0 |
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions.15-1299 | 0.00000.0 | —0 |
Evaluate or recommend server hardware or software.15-1299 | 0.00000.0 | —0 |
Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems.15-1299 | 0.00000.0 | —0 |
Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.15-1299 | 0.00000.0 | —0 |
Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.15-1299 | 0.00000.0 | —0 |
Select cartographic elements needed for effective presentation of information.15-1299 | 0.00000.0 | —0 |
Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications.15-1299 | 0.00000.0 | —0 |
Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.15-1299 | 0.00000.0 | —0 |
Design, program, or model Geographic Information Systems (GIS) applications or procedures.15-1299 | 0.00000.0 | —0 |
Create visual representations of geospatial data, using complex procedures such as analytical modeling, three-dimensional renderings, or plot creation.15-1299 | 0.00000.0 | —0 |
Conduct research, data analysis, systems design, or support for software such as Geographic Information Systems (GIS) or Global Positioning Systems (GPS) mapping software.15-1299 | 0.00000.0 | —0 |
Train staff on, and oversee the use of, information security standards, policies, and best practices.15-1299 | 0.00000.0 | —0 |
Write reports, sign affidavits, or give depositions for legal proceedings.15-1299 | 0.00000.0 | —0 |
Assess blockchain threats, such as untested code and unprotected keys.15-1299 | 0.00000.0 | —0 |
Design and implement data repositories to integrate data.15-1299 | 0.00000.0 | —0 |
Verify stability, interoperability, portability, security, or scalability of system architecture. | —0 | 0.00000.0 |
Implement updates, upgrades, and patches in a timely manner to limit loss of service. | —0 | 0.00000.0 |
Identify, standardize, and communicate levels of access and security. | —0 | 0.00000.0 |
Perform user testing or usage analyses to determine Web sites' effectiveness or usability. | —0 | 0.00000.0 |
Develop testing routines and procedures. | —0 | 0.00000.0 |
Submit project deliverables, ensuring adherence to quality standards. | —0 | 0.00000.0 |
Coordinate recruitment or selection of project personnel. | —0 | 0.00000.0 |
Assign duties, responsibilities, and spans of authority to project personnel. | —0 | 0.00000.0 |
Assess the physical security of servers, systems, or network devices to identify vulnerability to temperature, vandalism, or natural disasters. | —0 | 0.00000.0 |
Identify new threat tactics, techniques, or procedures used by cyber threat actors. | —0 | 0.00000.0 |
Scan networks, using vulnerability assessment tools to identify vulnerabilities. | —0 | 0.00000.0 |
Determine specifications for, or implement, logging. | —0 | 0.00000.0 |
Evaluate new blockchain technologies and vendor products. | —0 | 0.00000.0 |
Update client and server applications responsible for integration and business logic. | —0 | 0.00000.0 |
| Not observed on any surface — 105 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. | ||
Collaborate with development teams to discuss, analyze, or resolve usability issues. | —0 | —0 |
Test backup or recovery plans regularly and resolve any problems. | —0 | —0 |
Monitor Web developments through continuing education, reading, or participation in professional conferences, workshops, or groups. | —0 | —0 |
Identify or document backup or recovery plans. | —0 | —0 |
Collaborate with Web developers to create and operate internal and external Web sites, or to manage projects, such as e-marketing campaigns. | —0 | —0 |
Develop Web site performance metrics. | —0 | —0 |
Identify or address interoperability requirements. | —0 | —0 |
Recommend Web site improvements, and develop budgets to support recommendations. | —0 | —0 |
Develop and implement marketing plans for home pages, including print advertising or advertisement rotation. | —0 | —0 |
Set up or maintain monitoring tools on Web servers or Web sites. | —0 | —0 |
Evaluate testing routines or procedures for adequacy, sufficiency, and effectiveness. | —0 | —0 |
Test new software packages for use in Web operations or other applications. | —0 | —0 |
Administer internet or intranet infrastructure, including Web, file, and mail servers. | —0 | —0 |
Maintain or modify existing Geographic Information Systems (GIS) databases. | —0 | —0 |
Enter data into Geographic Information Systems (GIS) databases, using techniques such as coordinate geometry, keyboard entry of tabular data, manual digitizing of maps, scanning or automatic conversion to vectors, or conversion of other sources of digital data. | —0 | —0 |
Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software. | —0 | —0 |
Design or coordinate the development of integrated Geographic Information Systems (GIS) spatial or non-spatial databases. | —0 | —0 |
Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems. | —0 | —0 |
Interpret aerial or ortho photographs. | —0 | —0 |
Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems. | —0 | —0 |
Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications. | —0 | —0 |
Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information. | —0 | —0 |
Make recommendations regarding upgrades, considering implications of new or revised Geographic Information Systems (GIS) software, equipment, or applications. | —0 | —0 |
Assist users in formulating Geographic Information Systems (GIS) requirements or understanding the implications of alternatives. | —0 | —0 |
Transfer or rescale information from original photographs onto maps or other photographs. | —0 | —0 |
Prepare training materials for, or make presentations to, Geographic Information Systems (GIS) users. | —0 | —0 |
Apply three-dimensional (3D) or four-dimensional (4D) technologies to geospatial data to allow for new or different analyses or applications. | —0 | —0 |
Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in Geographic Information Systems (GIS) technology, equipment, or systems. | —0 | —0 |
Monitor regulatory activity to maintain compliance with records and document management laws. | —0 | —0 |
Write, review, or execute plans for testing new or established document management systems. | —0 | —0 |
Prepare support documentation and training materials for end users of document management systems. | —0 | —0 |
Exercise security surveillance over document processing, reproduction, distribution, storage, or archiving. | —0 | —0 |
Implement scanning or other automated data entry procedures, using imaging devices and document imaging software. | —0 | —0 |
Conduct needs assessments to identify document management requirements of departments or end users. | —0 | —0 |
Assist in the development of document or content classification taxonomies to facilitate information capture, search, and retrieval. | —0 | —0 |
Assist in the assessment, acquisition, or deployment of new electronic document management systems. | —0 | —0 |
Assist in determining document management policies to facilitate efficient, legal, and secure access to electronic content. | —0 | —0 |
Operate data capture technology to import digitized documents into document management system. | —0 | —0 |
Administer document and system access rights and revision control to ensure security of system and integrity of master documents. | —0 | —0 |
Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists. | —0 | —0 |
Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures. | —0 | —0 |
Keep abreast of developments in document management technologies and techniques by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences. | —0 | —0 |
Prepare and record changes to official documents and confirm changes with legal and compliance management staff, including enterprise-wide records management staff. | —0 | —0 |
Collect stakeholder data to evaluate risk and to develop mitigation strategies. | —0 | —0 |
Design security solutions to address known device vulnerabilities. | —0 | —0 |
Develop and execute tests that simulate the techniques of known cyber threat actors. | —0 | —0 |
Develop infiltration tests that exploit device vulnerabilities. | —0 | —0 |
Develop presentations on threat intelligence. | —0 | —0 |
Develop security penetration testing processes, such as wireless, data networks, and telecommunication security tests. | —0 | —0 |
Discuss security solutions with information technology teams or management. | —0 | —0 |
Evaluate vulnerability assessments of local computing environments, networks, infrastructures, or enclave boundaries. | —0 | —0 |
Investigate security incidents, using computer forensics, network forensics, root cause analysis, or malware analysis. | —0 | —0 |
Keep up with new penetration testing tools and methods. | —0 | —0 |
Maintain up-to-date knowledge of hacking trends. | —0 | —0 |
Prepare and submit reports describing the results of security fixes. | —0 | —0 |
Update corporate policies to improve cyber security. | —0 | —0 |
Coordinate documentation of computer security or emergency measure policies, procedures, or tests. | —0 | —0 |
Coordinate monitoring of networks or systems for security breaches or intrusions. | —0 | —0 |
Coordinate vulnerability assessments or analysis of information security systems. | —0 | —0 |
Develop information security standards and best practices. | —0 | —0 |
Develop response and recovery strategies for security breaches. | —0 | —0 |
Oversee development of plans to safeguard computer files against accidental or unauthorized modification, destruction, or disclosure or to meet emergency data processing needs. | —0 | —0 |
Oversee performance of risk assessment or execution of system tests to ensure the functioning of data processing activities or security measures. | —0 | —0 |
Adhere to legal policies and procedures related to handling digital media. | —0 | —0 |
Analyze log files or other digital information to identify the perpetrators of network intrusions. | —0 | —0 |
Create system images or capture network settings from information technology environments to preserve as evidence. | —0 | —0 |
Develop plans for investigating alleged computer crimes, violations, or suspicious activity. | —0 | —0 |
Develop policies or requirements for data collection, processing, or reporting. | —0 | —0 |
Duplicate digital evidence to use for data recovery and analysis procedures. | —0 | —0 |
Identify or develop reverse-engineering tools to improve system capabilities or detect vulnerabilities. | —0 | —0 |
Maintain cyber defense software or hardware to support responses to cyber incidents. | —0 | —0 |
Maintain knowledge of laws, regulations, policies or other issuances pertaining to digital forensics or information privacy. | —0 | —0 |
Perform file signature analysis to verify files on storage media or discover potential hidden files. | —0 | —0 |
Perform forensic investigations of operating or file systems. | —0 | —0 |
Perform web service network traffic analysis or waveform analysis to detect anomalies, such as unusual events or trends. | —0 | —0 |
Preserve and maintain digital forensic evidence for analysis. | —0 | —0 |
Recommend cyber defense software or hardware to support responses to cyber incidents. | —0 | —0 |
Recover data or decrypt seized data. | —0 | —0 |
Design and deploy blockchain design patterns to make transactions secure, transparent, and immutable. | —0 | —0 |
Design and develop blockchain technologies for industries such as finance and music. | —0 | —0 |
Design and verify cryptographic protocols to protect private information. | —0 | —0 |
Discuss and plan systems with solution architects, system engineers, or cybersecurity experts to meet customer requirements. | —0 | —0 |
Discuss data needs with engineers, product managers, or data scientists to identify blockchain requirements. | —0 | —0 |
Evaluate blockchain processes or risks based on security assessments or control matrix reviews. | —0 | —0 |
Implement catastrophic failure handlers to identify security breaches and prevent serious damage. | —0 | —0 |
Run infrastructure tests to examine the behavior of large peer-to-peer networks. | —0 | —0 |
Test the security and performance of blockchain infrastructures. | —0 | —0 |
Identify system data, hardware, or software components required to meet user needs. | —0 | —0 |
Provide customers or installation teams guidelines for implementing secure systems. | —0 | —0 |
Direct the analysis, development, and operation of complete computer systems. | —0 | —0 |
Design and conduct hardware or software tests. | —0 | —0 |
Establish functional or system standards to address operational requirements, quality requirements, and design constraints. | —0 | —0 |
Direct the installation of operating systems, network or application software, or computer or network hardware. | —0 | —0 |
Train system users in system operation or maintenance. | —0 | —0 |
Develop efficient and effective system controllers. | —0 | —0 |
Monitor the performance of project team members, providing and documenting performance feedback. | —0 | —0 |
Schedule and facilitate meetings related to information technology projects. | —0 | —0 |
Negotiate with project stakeholders or suppliers to obtain resources or materials. | —0 | —0 |
Identify, review, or select vendors or consultants to meet project needs. | —0 | —0 |
Establish and execute a project communication plan. | —0 | —0 |
Identify need for initial or supplemental project resources. | —0 | —0 |
Direct or coordinate activities of project personnel. | —0 | —0 |
Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI). | —0 | —0 |
Develop and manage annual budgets for information technology projects. | —0 | —0 |
Manage project execution to ensure adherence to budget, schedule, and scope. | —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 |
|---|---|
Conduct network and security system audits, using established criteria.O*NET Task ID 21746 | 1.0 |
Configure information systems to incorporate principles of least functionality and least access.O*NET Task ID 21747 | 1.0 |
Design security solutions to address known device vulnerabilities.O*NET Task ID 21748 | 1.0 |
Develop and execute tests that simulate the techniques of known cyber threat actors.O*NET Task ID 21749 | 1.0 |
Develop infiltration tests that exploit device vulnerabilities.O*NET Task ID 21750 | 1.0 |
Develop security penetration testing processes, such as wireless, data networks, and telecommunication security tests.O*NET Task ID 21752 | 1.0 |
Document penetration test findings.O*NET Task ID 21754 | 1.0 |
Evaluate vulnerability assessments of local computing environments, networks, infrastructures, or enclave boundaries.O*NET Task ID 21755 | 1.0 |
Gather cyber intelligence to identify vulnerabilities.O*NET Task ID 21756 | 1.0 |
Identify security system weaknesses, using penetration tests.O*NET Task ID 21758 | 1.0 |
Assess the physical security of servers, systems, or network devices to identify vulnerability to temperature, vandalism, or natural disasters.O*NET Task ID 21744 | 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