संरक्षण जीवविज्ञानी
जीवन, भौतिक और सामाजिक विज्ञानAI 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
0.245
0.000यहाँ दिए गए मानों की सीमा0.745मापक्रम, आधार और स्रोत
- डेटा स्रोत: ILOप्रकाशन: 2025
0.40
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 39% 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 % |
|---|---|---|
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 |
|---|---|
Collaborate with software developers in the development and modification of commercial bioinformatics software.O*NET Task ID 16779 | 1.0 |
Test new and updated bioinformatics tools and software.O*NET Task ID 16780 | 1.0 |
Instruct others in the selection and use of bioinformatics tools.O*NET Task ID 16783 | 1.0 |
Improve user interfaces to bioinformatics software and databases.O*NET Task ID 16784 | 1.0 |
Develop new software applications or customize existing applications to meet specific scientific project needs.O*NET Task ID 16786 | 1.0 |
Develop data models and databases.O*NET Task ID 16787 | 1.0 |
Create or modify web-based bioinformatics tools.O*NET Task ID 16788 | 1.0 |
Design and apply bioinformatics algorithms including unsupervised and supervised machine learning, dynamic programming, or graphic algorithms.O*NET Task ID 16789 | 1.0 |
Create novel computational approaches and analytical tools as required by research goals.O*NET Task ID 16790 | 1.0 |
Recommend new systems and processes to improve operations.O*NET Task ID 16776 | 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