Epidemiologen
Lebens-, Physik- und SozialwissenschaftenKI-Exposition
- Datenquelle: BLSVeröffentlicht: 2026-08
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
0.000
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
0.40
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 39% 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 % |
|---|---|---|
Write articles for publication in professional journals.19-1041 | 0.0300100.0 | 0.00000.0 |
Consult with and advise physicians, educators, researchers, government health officials and others regarding medical applications of sciences, such as physics, biology, and chemistry.19-1041 | 0.00000.0 | 0.00000.0 |
Investigate diseases or parasites to determine cause and risk factors, progress, life cycle, or mode of transmission.19-1041 | 0.00000.0 | —0 |
Conduct research to develop methodologies, instrumentation, and procedures for medical application, analyzing data and presenting findings.19-1041 | 0.00000.0 | —0 |
Identify and analyze public health issues related to foodborne parasitic diseases and their impact on public policies, scientific studies, or surveys.19-1041 | 0.00000.0 | —0 |
| Not observed on any surface — 11 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. | ||
Oversee public health programs, including statistical analysis, health care planning, surveillance systems, and public health improvement. | —0 | —0 |
Plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease. | —0 | —0 |
Plan, administer and evaluate health safety standards and programs to improve public health, conferring with health department, industry personnel, physicians, and others. | —0 | —0 |
Provide expertise in the design, management and evaluation of study protocols and health status questionnaires, sample selection, and analysis. | —0 | —0 |
Supervise professional, technical, and clerical personnel. | —0 | —0 |
Monitor and report incidents of infectious diseases to local and state health agencies. | —0 | —0 |
Communicate research findings on various types of diseases to health practitioners, policy makers, and the public. | —0 | —0 |
Educate healthcare workers, patients, and the public about infectious and communicable diseases, including disease transmission and prevention. | —0 | —0 |
Write grant applications to fund epidemiologic research. | —0 | —0 |
Teach principles of medicine and medical and laboratory procedures to physicians, residents, students, and technicians. | —0 | —0 |
Prepare and analyze samples to study effects of drugs, gases, pesticides, or microorganisms on cell structure and tissue. | —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 |
|---|---|
Oversee public health programs, including statistical analysis, health care planning, surveillance systems, and public health improvement.O*NET Task ID 5421 | 0.5 |
Investigate diseases or parasites to determine cause and risk factors, progress, life cycle, or mode of transmission.O*NET Task ID 5422 | 0.5 |
Plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease.O*NET Task ID 5423 | 0.5 |
Plan, administer and evaluate health safety standards and programs to improve public health, conferring with health department, industry personnel, physicians, and others.O*NET Task ID 5424 | 0.5 |
Provide expertise in the design, management and evaluation of study protocols and health status questionnaires, sample selection, and analysis.O*NET Task ID 5425 | 0.5 |
Conduct research to develop methodologies, instrumentation, and procedures for medical application, analyzing data and presenting findings.O*NET Task ID 5426 | 0.5 |
Consult with and advise physicians, educators, researchers, government health officials and others regarding medical applications of sciences, such as physics, biology, and chemistry.O*NET Task ID 5427 | 0.5 |
Identify and analyze public health issues related to foodborne parasitic diseases and their impact on public policies, scientific studies, or surveys.O*NET Task ID 5429 | 0.5 |
Teach principles of medicine and medical and laboratory procedures to physicians, residents, students, and technicians.O*NET Task ID 5430 | 0.5 |
Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds.O*NET Task ID 5431 | 0.5 |
Supervise professional, technical, and clerical personnel.O*NET Task ID 5428 | 0.0 |
Prepare and analyze samples to study effects of drugs, gases, pesticides, or microorganisms on cell structure and tissue.O*NET Task ID 5432 | 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