Wirtschaftsingenieure
Lebens-, Physik- und SozialwissenschaftenKI-Exposition
- Datenquelle: BLSVeröffentlicht: 2026-08
Sehr hoch· relativ
NiedrigVier relative BänderSehr hochWert auf Berufsgruppenebene
Skala, Bezugsmenge und Quelle
Vier relative Bänder (Niedrig / Mittel / Hoch / Sehr hoch)
831 detaillierte Berufe in der BLS-Beschäftigungsprojektionstabelle. Der Wert wird je Code der National Employment Matrix (NEM) vergeben, daher erhalten Berufe mit demselben NEM-Code dasselbe Band
- Datenquelle: AnthropicVeröffentlicht: 2026-03
0.037
0.000Spannweite der hier geführten Werte0.745Skala, Bezugsmenge und Quelle
Index der beobachteten Exposition, 0–1 wie veröffentlicht
Auf O*NET-Aufgaben abgebildet
- Datenquelle: ILOVeröffentlicht: 2025
0.37
0.09Spannweite der hier geführten Werte0.70Wert auf Berufsgruppenebene
Skala, Bezugsmenge und Quelle
Index der Exposition gegenüber generativer KI, 0–1 wie veröffentlicht
ISCO-08-Berufsgattung — alle Berufe mit demselben Code erhalten diesen Wert
Von dieser Website berechnet, nicht von der IAO veröffentlicht: Von den 1.012 Berufen, die diese Website mit dem IAO-Datensatz verknüpft, erreichen oder übertreffen 53% diesen Wert.
Welche Art von Wert diese Quelle veröffentlicht
Die Kategorie von BLS ist ein relativer Rang und kein absolutes Niveau, und sie ist keine eigene Messung: Sie fasst die Perzentilränge des Berufs aus mehreren veröffentlichten Studien in vier Bänder zusammen. Sie ist weder eine Beschäftigungs- oder Lohnprognose noch eine Einführungswahrscheinlichkeit und unterscheidet nicht zwischen Automatisierung und Augmentierung.
Task-level exposure
Nur exponierte Aufgaben| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Troubleshoot new or existing product problems involving designs, materials, or processes.17-2112 | 0.040019.0 | —0 |
Assess the user-interface or usability characteristics of products.17-2112 | 0.030014.3 | 0.120014.0 |
Investigate or resolve operational problems, such as material use variances or bottlenecks.17-2112 | 0.02009.5 | 0.03003.5 |
Write, review, or comment on documents, such as proposals, test plans, or procedures.17-2112 | 0.02009.5 | 0.00000.0 |
Provide technical expertise or support related to manufacturing.17-2112 | 0.02009.5 | 0.00000.0 |
Evaluate manufactured products according to specifications and quality standards.17-2112 | 0.01004.8 | 0.530061.6 |
Analyze validation test data to determine whether systems or processes have met validation criteria or to identify root causes of production problems.17-2112 | 0.01004.8 | 0.120014.0 |
Design validation study features, such as sampling, testing, or analytical methodologies.17-2112 | 0.01004.8 | 0.01001.2 |
Review product designs for manufacturability or completeness.17-2112 | 0.01004.8 | 0.01001.2 |
Recommend methods for improving utilization of personnel, material, and utilities.17-2112 | 0.01004.8 | 0.00000.0 |
Plan and establish sequence of operations to fabricate and assemble parts or products and to promote efficient utilization.17-2112 | 0.00000.0 | 0.00000.0 |
Recommend workplace changes to improve health and safety, using knowledge of potentially harmful factors, such as heavy loads or repetitive motions.17-2112 | 0.00000.0 | 0.00000.0 |
Perform statistical analyses, such as social network pattern analysis, network modeling, discrete event simulation, agent-based modeling, statistical natural language processing, computational sociology, mathematical optimization, or systems dynamics.17-2112 | 0.00000.0 | 0.00000.0 |
Establish system operating or training requirements to ensure optimized human-machine interfaces.17-2112 | 0.00000.0 | 0.00000.0 |
Design cognitive aids, such as procedural storyboards or decision support systems.17-2112 | 0.00000.0 | 0.00000.0 |
Apply modeling or quantitative analysis to forecast events, such as human decisions or behaviors, the structure or processes of organizations, or the attitudes or actions of human groups.17-2112 | 0.00000.0 | 0.00000.0 |
Create, populate, or maintain databases for tracking validation activities, test results, or validated systems.17-2112 | 0.00000.0 | 0.00000.0 |
Prepare detailed reports or design statements, based on results of validation and qualification tests or reviews of procedures and protocols.17-2112 | 0.00000.0 | 0.00000.0 |
Prepare, maintain, or review validation and compliance documentation, such as engineering change notices, schematics, or protocols.17-2112 | 0.00000.0 | 0.00000.0 |
Estimate costs, production times, or staffing requirements for new designs.17-2112 | 0.00000.0 | 0.00000.0 |
Prepare documentation for new manufacturing processes or engineering procedures.17-2112 | 0.00000.0 | 0.00000.0 |
Prepare reports summarizing information or trends related to manufacturing performance.17-2112 | 0.00000.0 | 0.00000.0 |
Analyze the financial impacts of sustainable manufacturing processes or sustainable product manufacturing.17-2112 | 0.00000.0 | 0.00000.0 |
Design tests of finished products or process capabilities to establish standards or validate process requirements.17-2112 | 0.00000.0 | 0.00000.0 |
Complete production reports, purchase orders, and material, tool, and equipment lists.17-2112 | 0.00000.0 | —0 |
Develop or implement research methodologies or statistical analysis plans to test and evaluate developmental prototypes used in new products or processes, such as cockpit designs, user workstations, or computerized human models.17-2112 | 0.00000.0 | —0 |
Record or oversee recording of information to ensure currency of engineering drawings and documentation of production problems. | —0 | 0.00000.0 |
Recommend resolution of identified deviations from established product or process standards. | —0 | 0.00000.0 |
| Not observed on any surface — 59 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 manufacturing methods, labor utilization standards, and cost analysis systems to promote efficient staff and facility utilization. | —0 | —0 |
Apply statistical methods and perform mathematical calculations to determine manufacturing processes, staff requirements, and production standards. | —0 | —0 |
Draft and design layout of equipment, materials, and workspace to illustrate maximum efficiency using drafting tools and computer. | —0 | —0 |
Review production schedules, engineering specifications, orders, and related information to obtain knowledge of manufacturing methods, procedures, and activities. | —0 | —0 |
Communicate with management and user personnel to develop production and design standards. | —0 | —0 |
Study operations sequence, material flow, functional statements, organization charts, and project information to determine worker functions and responsibilities. | —0 | —0 |
Direct workers engaged in product measurement, inspection, and testing activities to ensure quality control and reliability. | —0 | —0 |
Implement methods and procedures for disposition of discrepant material and defective or damaged parts, and assess cost and responsibility. | —0 | —0 |
Evaluate precision and accuracy of production and testing equipment and engineering drawings to formulate corrective action plan. | —0 | —0 |
Estimate production costs, cost saving methods, and the effects of product design changes on expenditures for management review, action, and control. | —0 | —0 |
Coordinate and implement quality control objectives, activities, or procedures to resolve production problems, maximize product reliability, or minimize costs. | —0 | —0 |
Confer with clients, vendors, staff, and management personnel regarding purchases, product and production specifications, manufacturing capabilities, or project status. | —0 | —0 |
Schedule deliveries based on production forecasts, material substitutions, storage and handling facilities, and maintenance requirements. | —0 | —0 |
Regulate and alter workflow schedules according to established manufacturing sequences and lead times to expedite production operations. | —0 | —0 |
Train users in task techniques or ergonomic principles. | —0 | —0 |
Review health, safety, accident, or worker compensation records to evaluate safety program effectiveness or to identify jobs with high incidence of injury. | —0 | —0 |
Provide human factors technical expertise on topics, such as advanced user-interface technology development or the role of human users in automated or autonomous sub-systems in advanced vehicle systems. | —0 | —0 |
Investigate theoretical or conceptual issues, such as the human design considerations of lunar landers or habitats. | —0 | —0 |
Estimate time or resource requirements for ergonomic or human factors research or development projects. | —0 | —0 |
Conduct interviews or surveys of users or customers to collect information on topics, such as requirements, needs, fatigue, ergonomics, or interfaces. | —0 | —0 |
Provide technical support to clients through activities, such as rearranging workplace fixtures to reduce physical hazards or discomfort or modifying task sequences to reduce cycle time. | —0 | —0 |
Prepare reports or presentations summarizing results or conclusions of human factors engineering or ergonomics activities, such as testing, investigation, or validation. | —0 | —0 |
Perform functional, task, or anthropometric analysis, using tools, such as checklists, surveys, videotaping, or force measurement. | —0 | —0 |
Operate testing equipment, such as heat stress meters, octave band analyzers, motion analysis equipment, inclinometers, light meters, thermoanemometers, sling psychrometers, or colorimetric detection tubes. | —0 | —0 |
Integrate human factors requirements into operational hardware. | —0 | —0 |
Inspect work sites to identify physical hazards. | —0 | —0 |
Conduct research to evaluate potential solutions related to changes in equipment design, procedures, manpower, personnel, or training. | —0 | —0 |
Collect data through direct observation of work activities or witnessing the conduct of tests. | —0 | —0 |
Analyze complex systems to determine potential for further development, production, interoperability, compatibility, or usefulness in a particular area, such as aviation. | —0 | —0 |
Advocate for end users in collaboration with other professionals, including engineers, designers, managers, or customers. | —0 | —0 |
Design or evaluate human work systems, using human factors engineering and ergonomic principles to optimize usability, cost, quality, safety, or performance. | —0 | —0 |
Conduct validation or qualification tests of new or existing processes, equipment, or software in accordance with internal protocols or external standards. | —0 | —0 |
Develop validation master plans, process flow diagrams, test cases, or standard operating procedures. | —0 | —0 |
Prepare validation or performance qualification protocols for new or modified manufacturing processes, systems, or equipment for production of pharmaceuticals, electronics, or other products. | —0 | —0 |
Conduct audits of validation or performance qualification processes to ensure compliance with internal or regulatory requirements. | —0 | —0 |
Direct validation activities, such as protocol creation or testing. | —0 | —0 |
Resolve testing problems by modifying testing methods or revising test objectives and standards. | —0 | —0 |
Assist in training equipment operators or other staff on validation protocols and standard operating procedures. | —0 | —0 |
Communicate with regulatory agencies regarding compliance documentation or validation results. | —0 | —0 |
Coordinate the implementation or scheduling of validation testing with affected departments and personnel. | —0 | —0 |
Maintain validation test equipment. | —0 | —0 |
Participate in internal or external training programs to maintain knowledge of validation principles, industry trends, or novel technologies. | —0 | —0 |
Validate or characterize sustainable or environmentally friendly products, using electronic testing platforms. | —0 | —0 |
Study product characteristics or customer requirements to determine validation objectives and standards. | —0 | —0 |
Draw samples of raw materials, intermediate products, or finished products for validation testing. | —0 | —0 |
Devise automated lab validation test stations or other test fixtures or equipment. | —0 | —0 |
Apply continuous improvement methods, such as lean manufacturing, to enhance manufacturing quality, reliability, or cost-effectiveness. | —0 | —0 |
Design layout of equipment or workspaces to achieve maximum efficiency. | —0 | —0 |
Communicate manufacturing capabilities, production schedules, or other information to facilitate production processes. | —0 | —0 |
Design, install, or troubleshoot manufacturing equipment. | —0 | —0 |
Purchase equipment, materials, or parts. | —0 | —0 |
Read current literature, talk with colleagues, participate in educational programs, attend meetings or workshops, or participate in professional organizations or conferences to keep abreast of developments in the manufacturing field. | —0 | —0 |
Supervise technicians, technologists, analysts, administrative staff, or other engineers. | —0 | —0 |
Train production personnel in new or existing methods. | —0 | —0 |
Develop sustainable manufacturing technologies to reduce greenhouse gas emissions, minimize raw material use, replace toxic materials with non-toxic materials, replace non-renewable materials with renewable materials, or reduce waste. | —0 | —0 |
Evaluate current or proposed manufacturing processes or practices for environmental sustainability, considering factors such as greenhouse gas emissions, air pollution, water pollution, energy use, or waste creation. | —0 | —0 |
Identify opportunities or implement changes to improve manufacturing processes or products or to reduce costs, using knowledge of fabrication processes, tooling and production equipment, assembly methods, quality control standards, or product design, materials and parts. | —0 | —0 |
Incorporate new manufacturing methods or processes to improve existing operations. | —0 | —0 |
Redesign packaging for manufactured products to minimize raw material use or waste. | —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 |
|---|---|
Complete production reports, purchase orders, and material, tool, and equipment lists.O*NET Task ID 1408 | 1.0 |
Analyze statistical data and product specifications to determine standards and establish quality and reliability objectives of finished product.O*NET Task ID 1391 | 0.5 |
Develop manufacturing methods, labor utilization standards, and cost analysis systems to promote efficient staff and facility utilization.O*NET Task ID 1392 | 0.5 |
Recommend methods for improving utilization of personnel, material, and utilities.O*NET Task ID 1393 | 0.5 |
Plan and establish sequence of operations to fabricate and assemble parts or products and to promote efficient utilization.O*NET Task ID 1394 | 0.5 |
Apply statistical methods and perform mathematical calculations to determine manufacturing processes, staff requirements, and production standards.O*NET Task ID 1395 | 0.5 |
Draft and design layout of equipment, materials, and workspace to illustrate maximum efficiency using drafting tools and computer.O*NET Task ID 1398 | 0.5 |
Review production schedules, engineering specifications, orders, and related information to obtain knowledge of manufacturing methods, procedures, and activities.O*NET Task ID 1399 | 0.5 |
Communicate with management and user personnel to develop production and design standards.O*NET Task ID 1400 | 0.5 |
Formulate sampling procedures and designs and develop forms and instructions for recording, evaluating, and reporting quality and reliability data.O*NET Task ID 1402 | 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