遺伝学者
生命・物理・社会科学AI露出度
- データ出典: BLS公表時点: 2026-08
非常に高い· 相対
低い4段階の相対区分非常に高い職業群単位の値
尺度・母数・出典
4段階の相対区分(低い / 中程度 / 高い / 非常に高い)
BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります
- データ出典: Anthropic公表時点: 2026-03
0.245
0.000ここに掲載された値の範囲0.745尺度・母数・出典
- データ出典: ILO公表時点: 2025
0.40
0.09ここに掲載された値の範囲0.70職業群単位の値
尺度・母数・出典
生成AI露出度指数、公開されたまま0–1
ISCO-08の職業小分類単位 — 同じコードの職業はすべて同じ値
当サイトの算出であり、ILOが公表した数値ではありません。当サイトがILOデータセットに結び付けた職業1,012件のうち、この値以上のものは39%です。
この出典がどのような性格の値か
BLSの区分は絶対水準ではなく相対順位であり、一次測定でもありません。複数の既存研究が付けた職業別パーセンタイル順位を4段階にまとめた値です。雇用や賃金の予測でもなく、導入確率でもなく、自動化と増強を区別しません。
Task-level exposure
露出のある作業のみ| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Develop new software applications or customize existing applications to meet specific scientific project needs.19-1029 | 0.170029.8 | 0.080036.4 |
Prepare or review reports, manuscripts, or meeting presentations.19-1029 | 0.120021.1 | 0.050022.7 |
Consult with researchers to analyze problems, recommend technology-based solutions, or determine computational strategies.19-1029 | 0.120021.1 | 0.01004.5 |
Recommend new systems and processes to improve operations.19-1029 | 0.070012.3 | 0.01004.5 |
Program and use computers to store, process, and analyze data.19-1029 | 0.04007.0 | 0.030013.6 |
Create novel computational approaches and analytical tools as required by research goals.19-1029 | 0.01001.8 | 0.01004.5 |
Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species.19-1029 | 0.01001.8 | 0.00000.0 |
Study basic principles of plant and animal life, such as origin, relationship, development, anatomy, and function.19-1029 | 0.01001.8 | 0.00000.0 |
Prepare requests for proposals or statements of work.19-1029 | 0.01001.8 | 0.00000.0 |
Write grants and papers or attend fundraising events to seek research funds.19-1029 | 0.01001.8 | —0 |
Provide statistical and computational tools for biologically based activities, such as genetic analysis, measurement of gene expression, or gene function determination.19-1029 | 0.00000.0 | 0.00000.0 |
Compile and analyze molecular or cellular experimental data and adjust experimental designs as necessary.19-1029 | 0.00000.0 | 0.00000.0 |
Conduct research on cell organization and function, including mechanisms of gene expression, cellular bioinformatics, cell signaling, or cell differentiation.19-1029 | 0.00000.0 | 0.00000.0 |
Instruct others in the selection and use of bioinformatics tools.19-1029 | 0.00000.0 | —0 |
Design and apply bioinformatics algorithms including unsupervised and supervised machine learning, dynamic programming, or graphic algorithms.19-1029 | 0.00000.0 | —0 |
Prepare results of experimental findings for presentation at professional conferences or in scientific journals.19-1029 | 0.00000.0 | —0 |
Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.19-1029 | 0.00000.0 | —0 |
Write grant applications to obtain funding.19-1029 | 0.00000.0 | —0 |
| Not observed on any surface — 68 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. | ||
Keep abreast of new biochemistries, instrumentation, or software by reading scientific literature and attending professional conferences. | —0 | —0 |
Direct the work of technicians and information technology staff applying bioinformatics tools or applications in areas such as proteomics, transcriptomics, metabolomics, or clinical bioinformatics. | —0 | —0 |
Develop data models and databases. | —0 | —0 |
Create or modify web-based bioinformatics tools. | —0 | —0 |
Compile data for use in activities, such as gene expression profiling, genome annotation, or structural bioinformatics. | —0 | —0 |
Communicate research results through conference presentations, scientific publications, or project reports. | —0 | —0 |
Manipulate publicly accessible, commercial, or proprietary genomic, proteomic, or post-genomic databases. | —0 | —0 |
Confer with departments, such as marketing, business development, or operations, to coordinate product development or improvement. | —0 | —0 |
Collaborate with software developers in the development and modification of commercial bioinformatics software. | —0 | —0 |
Test new and updated bioinformatics tools and software. | —0 | —0 |
Prepare summary statistics of information regarding human genomes. | —0 | —0 |
Improve user interfaces to bioinformatics software and databases. | —0 | —0 |
Verify all financial, physical, and human resources assigned to research or development projects are used as planned. | —0 | —0 |
Evaluate new supplies and equipment to ensure operability in specific laboratory settings. | —0 | —0 |
Develop guidelines for procedures such as the management of viruses. | —0 | —0 |
Coordinate molecular or cellular research activities with scientists specializing in other fields. | —0 | —0 |
Supervise technical personnel and postdoctoral research fellows. | —0 | —0 |
Provide scientific direction for project teams regarding the evaluation or handling of devices, drugs, or cells for in vitro and in vivo disease models. | —0 | —0 |
Perform laboratory procedures following protocols including deoxyribonucleic acid (DNA) sequencing, cloning and extraction, ribonucleic acid (RNA) purification, or gel electrophoresis. | —0 | —0 |
Monitor or operate specialized equipment, such as gas chromatographs and high pressure liquid chromatographs, electrophoresis units, thermocyclers, fluorescence activated cell sorters, and phosphorimagers. | —0 | —0 |
Maintain accurate laboratory records and data. | —0 | —0 |
Instruct undergraduate and graduate students within the areas of cellular or molecular biology. | —0 | —0 |
Direct, coordinate, organize, or prioritize biological laboratory activities. | —0 | —0 |
Develop assays that monitor cell characteristics. | —0 | —0 |
Design molecular or cellular laboratory experiments, oversee their execution, and interpret results. | —0 | —0 |
Conduct applied research aimed at improvements in areas such as disease testing, crop quality, pharmaceuticals, and the harnessing of microbes to recycle waste. | —0 | —0 |
Participate in all levels of bioproduct development, including proposing new products, performing market analyses, designing and performing experiments, and collaborating with operations and quality control teams during product launches. | —0 | —0 |
Confer with vendors to evaluate new equipment or reagents or to discuss the customization of product lines to meet user requirements. | —0 | —0 |
Design databases, such as mutagenesis libraries. | —0 | —0 |
Verify that cytogenetic, molecular genetic, and related equipment and instrumentation is maintained in working condition to ensure accuracy and quality of experimental results. | —0 | —0 |
Maintain laboratory safety programs and train personnel in laboratory safety techniques. | —0 | —0 |
Instruct medical students, graduate students, or others in methods or procedures for diagnosis and management of genetic disorders. | —0 | —0 |
Confer with information technology specialists to develop computer applications for genetic data analysis. | —0 | —0 |
Collaborate with biologists and other professionals to conduct appropriate genetic and biochemical analyses. | —0 | —0 |
Attend clinical and research conferences and read scientific literature to keep abreast of technological advances and current genetic research findings. | —0 | —0 |
Supervise or direct the work of other geneticists, biologists, technicians, or biometricians working on genetics research projects. | —0 | —0 |
Review, approve, or interpret genetic laboratory results. | —0 | —0 |
Search scientific literature to select and modify methods and procedures most appropriate for genetic research goals. | —0 | —0 |
Maintain laboratory notebooks that record research methods, procedures, and results. | —0 | —0 |
Extract deoxyribonucleic acid (DNA) or perform diagnostic tests involving processes such as gel electrophoresis, Southern blot analysis, and polymerase chain reaction analysis. | —0 | —0 |
Evaluate genetic data by performing appropriate mathematical or statistical calculations and analyses. | —0 | —0 |
Develop protocols to improve existing genetic techniques or to incorporate new diagnostic procedures. | —0 | —0 |
Design sampling plans or coordinate the field collection of samples such as tissue specimens. | —0 | —0 |
Create or use statistical models for the analysis of genetic data. | —0 | —0 |
Plan or conduct basic genomic and biological research related to areas such as regulation of gene expression, protein interactions, metabolic networks, and nucleic acid or protein complexes. | —0 | —0 |
Analyze determinants responsible for specific inherited traits, and devise methods for altering traits or producing new traits. | —0 | —0 |
Plan curatorial programs for species collections that include acquisition, distribution, maintenance, or regeneration. | —0 | —0 |
Participate in the development of endangered species breeding programs or species survival plans. | —0 | —0 |
Evaluate, diagnose, or treat genetic diseases. | —0 | —0 |
Design and maintain genetics computer databases. | —0 | —0 |
Conduct family medical studies to evaluate the genetic basis for traits or diseases. | —0 | —0 |
Develop and maintain liaisons and effective working relations with groups and individuals, agencies, and the public to encourage cooperative management strategies or to develop information and interpret findings. | —0 | —0 |
Collect and analyze biological data about relationships among and between organisms and their environment. | —0 | —0 |
Communicate test results to state and federal representatives and general public. | —0 | —0 |
Represent employer in a technical capacity at conferences. | —0 | —0 |
Teach or supervise students and perform research at universities and colleges. | —0 | —0 |
Supervise biological technicians and technologists and other scientists. | —0 | —0 |
Review reports and proposals, such as those relating to land use classifications and recreational development, for accuracy, adequacy, or adherence to policies, regulations, or scientific standards. | —0 | —0 |
Write grant proposals to obtain funding for biological research. | —0 | —0 |
Study aquatic plants and animals and environmental conditions affecting them, such as radioactivity or pollution. | —0 | —0 |
Plan and administer biological research programs for government, research firms, medical industries, or manufacturing firms. | —0 | —0 |
Research environmental effects of present and potential uses of land and water areas, determining methods of improving environmental conditions or such outputs as crop yields. | —0 | —0 |
Measure salinity, acidity, light, oxygen content, and other physical conditions of water to determine their relationship to aquatic life. | —0 | —0 |
Study and manage wild animal populations. | —0 | —0 |
Prepare plans for management of renewable resources. | —0 | —0 |
Develop methods and apparatus for securing representative plant, animal, aquatic, or soil samples. | —0 | —0 |
Study reactions of plants, animals, and marine species to parasites. | —0 | —0 |
Develop pest management and control measures, and conduct risk assessments related to pest exclusion, using scientific methods. | —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 |
|---|---|
Write grants and papers or attend fundraising events to seek research funds.O*NET Task ID 16817 | 1.0 |
Design and maintain genetics computer databases.O*NET Task ID 16824 | 1.0 |
Confer with information technology specialists to develop computer applications for genetic data analysis.O*NET Task ID 16825 | 1.0 |
Maintain laboratory notebooks that record research methods, procedures, and results.O*NET Task ID 16832 | 1.0 |
Create or use statistical models for the analysis of genetic data.O*NET Task ID 16837 | 1.0 |
Plan curatorial programs for species collections that include acquisition, distribution, maintenance, or regeneration.O*NET Task ID 16819 | 0.5 |
Participate in the development of endangered species breeding programs or species survival plans.O*NET Task ID 16820 | 0.5 |
Instruct medical students, graduate students, or others in methods or procedures for diagnosis and management of genetic disorders.O*NET Task ID 16822 | 0.5 |
Evaluate, diagnose, or treat genetic diseases.O*NET Task ID 16823 | 0.5 |
Collaborate with biologists and other professionals to conduct appropriate genetic and biochemical analyses.O*NET Task ID 16826 | 0.5 |
Verify that cytogenetic, molecular genetic, and related equipment and instrumentation is maintained in working condition to ensure accuracy and quality of experimental results.O*NET Task ID 16818 | 0.0 |
Maintain laboratory safety programs and train personnel in laboratory safety techniques.O*NET Task ID 16821 | 0.0 |
Extract deoxyribonucleic acid (DNA) or perform diagnostic tests involving processes such as gel electrophoresis, Southern blot analysis, and polymerase chain reaction analysis.O*NET Task ID 16833 | 0.0 |
Design sampling plans or coordinate the field collection of samples such as tissue specimens.O*NET Task ID 16836 | 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