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Datasets:
Anthropic
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EconomicIndex

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4
305
pct
float64
0
4.79
act as advisers to student organizations.
0.006775
act as an advocate for farmers or farmers' groups.
0.002997
act as an intermediary in negotiations between buyers and sellers over property prices and settlement details and during the closing of sales.
0.012638
act as an intermediary in negotiations between buyers and sellers, generally representing one or the other.
0.011466
act as liaisons between clients and medical staff.
0.001954
act as liaisons between on-site managers or tenants and owners.
0.005081
act as liaisons between ships' captains and shore personnel to ensure that schedules and budgets are maintained, and that ships are operated safely and efficiently.
0.003127
adapt instructional content or delivery methods for different levels or types of learners.
0.13394
adapt instructional techniques to the age and skill levels of students.
0.002866
adapt software and accompanying technical documents to another language and culture.
0.003909
adapt teaching methods and instructional materials to meet students' varying needs and interests.
0.096285
adapt text to accommodate musical requirements of composers and singers.
0.022019
adapt the quantity of ingredients to match the amount of items to be baked.
0.020195
adapt translations to students' cognitive and grade levels, collaborating with educational team members as necessary.
0.02697
address employee relations issues, such as harassment allegations, work complaints, or other employee concerns.
0.002606
address legal issues, such as child abuse and discipline, assisting with hearings and providing testimony to inform custody arrangements.
0.003648
address public audiences to explain program objectives and to elicit support.
0.0043
address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.
0.196349
adjust controls of equipment to control particle beam movement, pulse rates, energy or intensity, or radiation, according to specifications.
0.004039
adjust controls to regulate temperature, pressure, feed, or flow of liquids or gases and times of prescribed reactions, according to knowledge of equipment and processes.
0.005733
adjust functional parts of devices or control instruments, using hand tools, levels, plumb bobs, or straightedges.
0.00456
adjust sales scripts to better target the needs and interests of specific individuals.
0.007166
adjust, maintain, or repair laboratory equipment such as microscopes.
0.002345
adjust, repair, or replace malfunctioning components or assemblies, using hand tools or soldering irons.
0.002085
administer document and system access rights and revision control to ensure security of system and integrity of master documents.
0.030488
administer highway planning, construction, or maintenance.
0.00456
administer online purchasing systems.
0.012899
administer standardized ability and achievement tests and interpret results to determine students' strengths and areas of need.
0.007166
administer systems and programs to reduce loss, maintain inventory control, or increase safety.
0.002606
administer treatments or therapies, such as homeopathy, hydrotherapy, oriental or ayurvedic medicine, electrotherapy and diathermy, using physical agents including air, heat, cold, water, sound, or ultraviolet light to catalyze the body to heal itself.
0.008339
administer, dispense, or prescribe natural medicines such as food or botanical extracts, herbs, dietary supplements, vitamins, nutraceuticals, and amino acids.
0.010032
administer, proctor, or score academic or diagnostic assessments.
0.013159
advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options.
0.016808
advise attorneys, juries, litigants, and court personnel regarding conduct, issues, and proceedings.
0.003518
advise business or other groups on local, national, or international factors affecting the buying or selling of products or services.
0.015114
advise client on interior design factors such as space planning, layout and use of furnishings or equipment, and color coordination.
0.012638
advise clients concerning business transactions, claim liability, advisability of prosecuting or defending lawsuits, or legal rights and obligations.
0.014332
advise clients on financial and legal matters such as investments and taxes.
0.028404
advise clients on how they could be helped by counseling.
0.021628
advise clients on market conditions, prices, mortgages, legal requirements and related matters.
0.057198
advise clients on transportation and payment methods.
0.002476
advise clients or community groups on issues related to improving general health, such as diet or exercise.
0.002345
advise clients or respond to inquiries about financial matters in person or via phone, email, web site, or internet chat.
0.002476
advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.
0.006645
advise corporations on issues involving corporate image projects or problems.
0.014202
advise customer about or perform maintenance of software system.
0.007687
advise customers concerning equipment operation, maintenance, or programming.
0.001954
advise customers of necessary actions and strategies for debt repayment.
0.009642
advise customers on import and export restrictions, tariff systems, insurance requirements, quotas, or other customs-related matters.
0.003388
advise customers on product usage to improve production.
0.001954
advise customers on use and care of merchandise.
0.003388
advise dealers and distributors on policies and operating procedures to ensure functional effectiveness of business.
0.002736
advise farm groups or growers on land preparation or livestock care techniques that will maximize the quantity and quality of production.
0.003648
advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning.
0.010554
advise farmers or growers of development programs or new equipment or techniques to aid in quality production.
0.011335
advise food service managers and organizations on sanitation, safety procedures, menu development, budgeting, and planning to assist with the establishment, operation, and evaluation of food service facilities and nutrition programs.
0.00443
advise internal management or business partners on the implementation or operation of compliance programs.
0.0043
advise management about issues such as resource utilization, tax strategies, and the assumptions underlying budget forecasts.
0.002736
advise management concerning personnel, managerial, and marketing policies and practices and their potential effects on organizational effectiveness and efficiency.
0.051335
advise management on matters related to the administration of contracts or employee discipline or grievance procedures.
0.002215
advise management on short-term and long-term financial objectives, policies, and actions.
0.003909
advise management regarding customer satisfaction, product performance, or suggestions for product improvements.
0.007817
advise managers and employees on state and federal employment regulations, collective agreements, benefit and compensation policies, personnel procedures and classification programs.
0.007427
advise managers on organizational policy matters such as equal employment opportunity and sexual harassment, and recommend needed changes.
0.007948
advise or assist in obtaining patents or meeting other legal requirements.
0.014332
advise or consult with individuals and institutions regarding issues such as the historical authenticity of materials or the customs of a specific historical period.
0.011596
advise or instruct patients regarding preventive dental care, the causes and treatment of dental problems, or oral health care services.
0.021368
advise patients and community members concerning diet, activity, hygiene, and disease prevention.
0.002215
advise patients and their families on nutritional principles, dietary plans and diet modifications, and food selection and preparation.
0.019674
advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.
0.008078
advise producers about improved products and techniques that could enhance their animal production efforts.
0.00469
advise project teams on subjects such as premarket regulatory requirements, export and labeling requirements, or clinical study compliance issues.
0.004821
advise retail customers or internal users on the appropriateness of parts, supplies, or materials requested.
0.002866
advise students on academic and vocational curricula and career issues.
0.004039
advise students on academic and vocational curricula and on career issues.
0.02241
advise students on academic and vocational curricula, and on career issues.
0.026058
advise students on academic and vocational curricula, career issues, and laboratory and field research.
0.010554
advise students on course selection, career decisions, and other academic and vocational concerns.
0.009642
advise students on internships, prospective employers, and job placement services.
0.003127
advise students on issues such as course selection, progress toward graduation, and career decisions.
0.006515
advise teaching and administrative staff in curriculum development, use of materials and equipment, and implementation of state and federal programs and procedures.
0.002476
advocate for accessible health care that minimizes environmental health risks.
0.003257
advocate for patients' and families' needs, or provide emotional support for patients and their families.
0.004039
agree on buying or selling prices at optimal levels for clients.
0.001954
aid patients in performing tasks, such as bathing or keeping beds, clothing, or living areas clean.
0.002215
align, adjust, or calibrate equipment according to specifications.
0.021107
allocate print space for story text, photos, and illustrations according to space parameters and copy significance, using knowledge of layout principles.
0.050553
analyze a script, noting events that affect each character's appearance, so that plans can be made for each scene.
0.005863
analyze all aspects of corporate logistics to determine the most cost-effective or efficient means of transporting products or supplies.
0.019153
analyze and characterize user experiences and institutional settings to assist consumer product developers, technology developers, and software engineers with the design of innovative products and services.
0.01785
analyze and classify risks and investments to determine their potential impacts on companies.
0.037524
analyze and distill climate-related research findings to inform legislators, regulatory agencies, or other stakeholders.
0.003778
analyze and evaluate patient data or test findings to diagnose nature or extent of mental disorder.
0.005733
analyze and evaluate robotic systems or prototypes.
0.004951
analyze and evaluate security operations to identify risks or opportunities for improvement through auditing, review, or assessment.
0.139803
analyze and implement engineering designs for producing electronic devices and systems and microprocessor-based control applications, applying principles of mathematics, digital signal processing, network analysis, and computer engineering.
0.010814
analyze and interpret data to increase the understanding of human social behavior.
0.088338
analyze and interpret news and information received from various sources to broadcast the information.
0.008208
analyze and interpret patient, nursing, or information systems data to improve nursing services.
0.021368
analyze and interpret patients' histories, symptoms, physical findings, or diagnostic information to develop appropriate diagnoses.
0.050423
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Overview

This directory contains O*NET task mapping and automation vs. augmentation data from "Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations." The data and provided analysis are described below.

Please see our blog post and paper for further visualizations and complete analysis.

Data

  • SOC_Structure.csv - Standard Occupational Classification (SOC) system hierarchy from the U.S. Department of Labor O*NET database
  • automation_vs_augmentation.csv - Data on automation vs augmentation patterns, with columns:
    • interaction_type: Type of human-AI interaction (directive, feedback loop, task iteration, learning, validation)
    • pct: Percentage of conversations showing this interaction pattern Data obtained using Clio (Tamkin et al. 2024)
  • bls_employment_may_2023.csv - Employment statistics from U.S. Bureau of Labor Statistics, May 2023
  • onet_task_mappings.csv - Mappings between tasks and O*NET categories, with columns:
    • task_name: Task description
    • pct: Percentage of conversations involving this task Data obtained using Clio (Tamkin et al. 2024)
  • onet_task_statements.csv - Task descriptions and metadata from the U.S. Department of Labor O*NET database
  • wage_data.csv - Occupational wage data scraped from O*NET website using open source tools from https://github.com/adamkq/onet-dataviz

Analysis

The plots.ipynb notebook provides visualizations and analysis including:

Task Analysis

  • Top tasks by percentage of conversations
  • Task distribution across occupational categories
  • Comparison with BLS employment data

Occupational Analysis

  • Top occupations by conversation percentage
  • Occupational category distributions
  • Occupational category distributions compared to BLS employment data

Wage Analysis

  • Occupational usage by wage

Automation vs Augmentation Analysis

  • Distribution across interaction modes

Usage

To generate the analysis:

  1. Ensure all data files are present in this directory
  2. Open plots.ipynb in Jupyter
  3. Run all cells to generate visualizations
  4. Plots will be saved to the notebook and can be exported

The notebook uses pandas for data manipulation and seaborn/matplotlib for visualization. Example outputs are contained in the plots\ folder.

Data released under CC-BY, code released under MIT License

Contact

You can submit inquires to [email protected] or [email protected]. We invite researchers to provide input on potential future data releases using this form.

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