Automation Red Light
AI capability is high, but worker desire for automation is low — usually because the task carries judgment, meaning, accountability, or human connection. Automating here risks pushback and lost value even when it's technically possible.
161 of 844 studied tasks fall in this zone.
- want 2.9 · AI 4.67
Write supporting code for Web applications or Web sites.
Web Developers
- want 2.9 · AI 4.5
Produce drawings, using computer-assisted drafting systems (CAD) or drafting machines, or by hand, using compasses, div…
Architectural and Civil Drafters
- want 2.9 · AI 4
Complete contract forms, prepare change of address records, or issue service discontinuance orders, using computers.
Customer Service Representatives
- want 2.9 · AI 4
Analyze market and delivery systems to assess present and future material availability.
Purchasing Managers
- want 2.9 · AI 4
Collect and analyze relevant data to identify real estate market trends.
Appraisers and Assessors of Real Estate
- want 2.9 · AI 4
Prepare budgets and submit estimates for program costs as part of campaign plan development.
Advertising and Promotions Managers
- want 2.9 · AI 3.5
Design, build, or maintain Web sites, using authoring or scripting languages, content creation tools, management tools,…
Web Developers
- want 2.89 · AI 5
Compute cost of travel and accommodations, using calculator, computer, carrier tariff books, and hotel rate books, or q…
Travel Agents
- want 2.89 · AI 4.5
Approve loans within specified limits, and refer loan applications outside those limits to management for approval.
Loan Officers
- want 2.89 · AI 3.67
Research production topics using the internet, video archives, and other informational sources.
Producers and Directors
- want 2.88 · AI 4.5
Maintain databases of logistics information.
Logistics Analysts
- want 2.88 · AI 4
Import text and art elements, such as electronic clip art or electronic files from photographs that have been scanned o…
Desktop Publishers
- want 2.86 · AI 5
Review insurance policy terms to determine whether a particular loss is covered by insurance.
Customer Service Representatives
- want 2.86 · AI 5
Match order forms with invoices, and record the necessary information.
Bookkeeping, Accounting, and Auditing Clerks
- want 2.86 · AI 4
Edit graphics and photos, using pixel or bitmap editing, airbrushing, masking, or image retouching.
Desktop Publishers
- want 2.86 · AI 4
Read corrected copies or proofs to ensure that all corrections have been made.
Proofreaders and Copy Markers
- want 2.86 · AI 4
Prepare cost and expenditure statements and other necessary documentation at regular intervals for the duration of the…
Cost Estimators
- want 2.83 · AI 5
Perform data entry and data retrieval services, providing data for inclusion in medical records and for transmission to…
Medical Transcriptionists
- want 2.83 · AI 5
Document testing procedures, methodologies, or criteria.
Quality Control Systems Managers
- want 2.83 · AI 4.5
Back up network data.
Computer Network Support Specialists
- want 2.83 · AI 4
Research or review regulatory, technical, or market issues related to sustainability.
Sustainability Specialists
- want 2.83 · AI 4
Analyze data gathered and develop solutions or alternative methods of proceeding.
Management Analysts
- want 2.83 · AI 3.5
Analyze large molecular datasets, such as raw microarray data, genomic sequence data, or proteomics data, for clinical…
Bioinformatics Scientists
- want 2.83 · AI 3.5
Perform general office duties, such as taking or transcribing dictation, typing or proofreading correspondence, distrib…
Court, Municipal, and License Clerks
- want 2.8 · AI 5
Reconcile or note and report discrepancies found in records.
Bookkeeping, Accounting, and Auditing Clerks
- want 2.8 · AI 5
Provide clear, detailed descriptions of Web site specifications, such as product features, activities, software, commun…
Web Developers
- want 2.8 · AI 4.5
Contact customers to respond to inquiries or to notify them of claim investigation results or any planned adjustments.
Customer Service Representatives
- want 2.8 · AI 4.5
Answer user inquiries regarding computer software or hardware operation to resolve problems.
Computer User Support Specialists
- want 2.8 · AI 4.5
Maintain records of goods ordered and received.
Purchasing Managers
- want 2.8 · AI 4.5
Manage client portfolios, keeping client plans up-to-date.
Personal Financial Advisors
- want 2.8 · AI 4.5
Enter logistics-related data into databases.
Logistics Analysts
- want 2.8 · AI 4.33
Review written, audio, or video copy, and correct errors in content, grammar, or punctuation, following prescribed edit…
News Analysts, Reporters, and Journalists
- want 2.8 · AI 4
Prepare or maintain employment records related to events, such as hiring, termination, leaves, transfers, or promotions…
Human Resources Specialists
- want 2.8 · AI 4
Write or contribute to instructions or manuals to guide end users.
Computer Programmers
- want 2.8 · AI 4
Use object-oriented programming languages, as well as client and server applications development processes and multimed…
Computer Systems Analysts
- want 2.8 · AI 4
Code, evaluate, or interpret collected study data.
Clinical Research Coordinators
- want 2.8 · AI 4
Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational…
Management Analysts
- want 2.8 · AI 4
Maintain logistics records in accordance with corporate policies.
Logistics Analysts
- want 2.8 · AI 4
Examine, evaluate, or process loan applications.
Financial Managers
- want 2.8 · AI 4
Create and modify maps, graphs, or diagrams, using geographical information software and related equipment, and princip…
Geographers
- want 2.8 · AI 3.67
Review loan agreements to ensure that they are complete and accurate according to policy.
Loan Officers
- want 2.8 · AI 3.5
Collaborate with investigators to prepare presentations or reports of clinical study procedures, results, and conclusio…
Clinical Research Coordinators
- want 2.8 · AI 3.5
Select material most pertinent to presentation, and organize this material into appropriate formats.
News Analysts, Reporters, and Journalists
- want 2.78 · AI 5
Verify customer credit ratings.
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products
- want 2.78 · AI 4
Determine whether space is available on travel dates requested by customers, assigning requested spaces when available.
Reservation and Transportation Ticket Agents and Travel Clerks
- want 2.75 · AI 5
Oversee the daily performance of computer systems.
Computer User Support Specialists
- want 2.75 · AI 5
Debit, credit, and total accounts on computer spreadsheets and databases, using specialized accounting software.
Bookkeeping, Accounting, and Auditing Clerks
- want 2.75 · AI 4
Review project instructions and blueprints to ascertain test specifications, procedures, and objectives, and test natur…
Mechanical Engineering Technologists and Technicians
- want 2.75 · AI 4
Analyze information about supplier performance or procurement program success.
Supply Chain Managers
- want 2.75 · AI 3.5
Assess or propose sustainability initiatives, considering factors such as cost effectiveness, technical feasibility, an…
Sustainability Specialists
- want 2.75 · AI 3.5
Compile, record, and evaluate personal and financial data to verify completeness and accuracy, and to determine eligibi…
Eligibility Interviewers, Government Programs
- want 2.71 · AI 3.67
Compare information or figures on one record against same data on other records, or with original copy, to detect error…
Proofreaders and Copy Markers
- want 2.7 · AI 5
Inform customers of estimated delivery schedules, service contracts, warranties, or other information pertaining to pur…
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products
- want 2.7 · AI 5
Calculate purchase subtotals, taxes, and shipping costs for submission to customers.
Online Merchants
- want 2.7 · AI 5
Enhance, retouch, and resize photographs and negatives, using airbrushing and other techniques.
Photographers
- want 2.7 · AI 4.67
Keep records of customer interactions or transactions, recording details of inquiries, complaints, or comments, as well…
Customer Service Representatives
- want 2.7 · AI 4.5
Operate computers programmed with accounting software to record, store, and analyze information.
Bookkeeping, Accounting, and Auditing Clerks
- want 2.7 · AI 4.5
Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements.
Computer Systems Analysts
- want 2.7 · AI 4
Resolve customers' service or billing complaints by performing activities such as exchanging merchandise, refunding mon…
Customer Service Representatives
- want 2.7 · AI 4
Prepare adjusting journal entries.
Accountants and Auditors
- want 2.7 · AI 4
Monitor shipments to ensure that goods come in on time, and resolve problems related to undelivered goods.
Purchasing Agents, Except Wholesale, Retail, and Farm Products
- want 2.67 · AI 5
Maintain or update records of client account activity, including financial transactions, counseling session notes, corr…
Credit Counselors
- want 2.67 · AI 4.5
Operate desktop publishing software and equipment to design, lay out, and produce camera-ready copy.
Desktop Publishers
- want 2.67 · AI 4
Develop Web sites.
Computer Programmers
- want 2.67 · AI 4
Compute customer's installation or production costs and estimate savings from new services, products, or equipment.
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products
- want 2.67 · AI 4
Document software defects, using a bug tracking system, and report defects to software developers.
Software Quality Assurance Analysts and Testers
- want 2.67 · AI 4
Monitor suppliers' activities to assess performance in meeting quality or delivery requirements.
Supply Chain Managers
- want 2.67 · AI 4
Evaluate data pertaining to costs to plan budgets.
Financial Managers
- want 2.67 · AI 4
Write program code to analyze data with statistical analysis software.
Biostatisticians
- want 2.67 · AI 4
Review clinical or other medical research protocols and recommend appropriate statistical analyses.
Biostatisticians
- want 2.67 · AI 3.67
Monitor and follow applicable laws and regulations.
Purchasing Agents, Except Wholesale, Retail, and Farm Products
- want 2.67 · AI 3.5
Draw maps, diagrams, and profiles, using cross-sections and surveys, to represent elevations, topographical contours, s…
Architectural and Civil Drafters
- want 2.67 · AI 3.5
Study the economic, political, and cultural characteristics of a specific region's population.
Geographers
- want 2.63 · AI 4.5
Access computerized financial information to answer general questions as well as those related to specific accounts.
Bookkeeping, Accounting, and Auditing Clerks
- want 2.63 · AI 4
Review and evaluate materials, using book reviews, catalogs, faculty recommendations, and current holdings to select an…
Librarians and Media Collections Specialists
- want 2.63 · AI 4
Explain products or services and prices, and answer questions from customers.
Telemarketers
- want 2.63 · AI 4
Analyze clinical or survey data, using statistical approaches such as longitudinal analysis, mixed-effect modeling, log…
Biostatisticians
- want 2.63 · AI 3.5
Perform systems analysis and programming tasks to maintain and control the use of computer systems software as a system…
Computer Programmers
- want 2.63 · AI 3.5
Modify computer security files to incorporate new software, correct errors, or change individual access status.
Information Security Analysts
- want 2.6 · AI 4.5
Vary language and tone of messages based on product and medium.
Writers and Authors
- want 2.6 · AI 4.5
Archive documents, conduct research, and read copy, using the internet and various computer programs.
Proofreaders and Copy Markers
- want 2.6 · AI 4
Develop or implement procedures for ongoing Web site revision.
Web Developers
- want 2.6 · AI 4
Review logs, datasheets, or reports to ensure adequate production levels or to identify abnormalities with biofuels pro…
Biofuels Production Managers
- want 2.6 · AI 4
Upload digital media, such as photos, video, or scanned images to online storefront, auction sites, or other shopping W…
Online Merchants
- want 2.6 · AI 4
Answer inquiries regarding information, such as schedules, accommodations, procedures, or policies.
Reservation and Transportation Ticket Agents and Travel Clerks
- want 2.6 · AI 3.5
Receive, record, and authorize requests for disbursements in accordance with company policies and procedures.
Treasurers and Controllers
- want 2.57 · AI 4
Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data.
Civil Engineers
- want 2.57 · AI 4
Develop or analyze information to assess the current or future financial status of firms.
Financial Managers
- want 2.57 · AI 4
Prepare financial or regulatory reports required by laws, regulations, or boards of directors.
Financial Managers
- want 2.57 · AI 4
Review workflow charts developed by programmer analyst to understand tasks computer will perform, such as updating reco…
Database Administrators
- want 2.56 · AI 4.5
Estimate or measure light levels, distances, and numbers of exposures needed, using measuring devices and formulas.
Photographers
- want 2.56 · AI 3.5
Analyze credit data and financial statements to determine the degree of risk involved in extending credit or lending mo…
Credit Analysts
- want 2.55 · AI 3.67
Troubleshoot program and system malfunctions to restore normal functioning.
Computer Systems Analysts
- want 2.5 · AI 5
Contact job applicants to inform them of the status of their applications.
Human Resources Specialists
- want 2.5 · AI 5
Administer online purchasing systems.
Purchasing Managers
- want 2.5 · AI 5
Analyze quality control test results and provide feedback and interpretation to production management or staff.
Quality Control Systems Managers
- want 2.5 · AI 4.5
Review all securities transactions to ensure accuracy of information and conformance to governing agency regulations.
Securities, Commodities, and Financial Services Sales Agents
- want 2.5 · AI 4.5
Record and edit the minutes of meetings and distribute to appropriate officials or staff members.
Court, Municipal, and License Clerks
- want 2.5 · AI 4.5
Prepare documents recording the outcomes of court proceedings.
Court, Municipal, and License Clerks
- want 2.5 · AI 4.5
Issue public notification of all official activities or meetings.
Court, Municipal, and License Clerks
- want 2.5 · AI 4
Stay abreast of new types of loans and other financial services and products to better meet customers' needs.
Loan Officers
- want 2.5 · AI 4
Compile and record medical charts, reports, or correspondence, using typewriter or personal computer.
Medical Secretaries and Administrative Assistants
- want 2.5 · AI 4
Specify users and user access levels for each segment of database.
Database Administrators
- want 2.5 · AI 4
Analyze the financial details of past, present, and expected operations to identify development opportunities and areas…
Treasurers and Controllers
- want 2.5 · AI 3.5
Advise clients or respond to inquiries about financial matters in person or via phone, email, Web site, or Internet cha…
Credit Counselors
- want 2.5 · AI 3.5
Initiate procedures to grant, modify, deny, or terminate assistance, or refer applicants to other agencies for assistan…
Eligibility Interviewers, Government Programs
- want 2.44 · AI 4.5
Open, read, route, and distribute incoming mail or other materials and answer routine letters.
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive
- want 2.44 · AI 4.5
Schedule and confirm appointments for clients, customers, or supervisors.
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive
- want 2.43 · AI 4
Draft or proofread judicial opinions, decisions, or citations.
Judicial Law Clerks
- want 2.4 · AI 5
Receive and process payments from customers, using electronic transaction services.
Online Merchants
- want 2.4 · AI 4.33
Verify facts, dates, and statistics, using standard reference sources.
Editors
- want 2.4 · AI 4
Recommend improvements in products, packaging, shipping, service, or billing methods and procedures to prevent future p…
Customer Service Representatives
- want 2.4 · AI 4
Maintain archive of images, photos, or previous work products.
Graphic Designers
- want 2.4 · AI 4
Develop or maintain payment systems to ensure accuracy of vendor payments.
Logistics Analysts
- want 2.4 · AI 3.67
Perform or direct Web site updates.
Web Developers
- want 2.4 · AI 3.67
Study illustrations and photographs to plan presentation of materials, products, or services.
Graphic Designers
- want 2.4 · AI 3.5
Develop reports or presentations to communicate the effectiveness of sustainability initiatives.
Sustainability Specialists
- want 2.4 · AI 3.5
Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes.
Logistics Analysts
- want 2.38 · AI 3.5
Write commentaries, columns, or scripts, using computers.
News Analysts, Reporters, and Journalists
- want 2.33 · AI 5
Route proofs with marked corrections to authors, editors, typists, or typesetters for correction or reprinting.
Proofreaders and Copy Markers
- want 2.33 · AI 5
Manipulate and enhance scanned or digital images to create desired effects, using computers and specialized software.
Photographers
- want 2.33 · AI 4.67
Configure security settings or access permissions for groups or individuals.
Computer Network Support Specialists
- want 2.33 · AI 4.5
Review published materials and recommend revisions or changes in scope, format, content, and methods of reproduction an…
Technical Writers
- want 2.33 · AI 4.5
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.
Software Quality Assurance Analysts and Testers
- want 2.33 · AI 4
Determine packaging requirements.
Logistics Analysts
- want 2.33 · AI 4
Search standard reference materials, including online sources and the Internet, to answer patrons' reference questions.
Librarians and Media Collections Specialists
- want 2.33 · AI 3.5
Process, prepare, and submit business or government forms, such as submitting applications for coverage to insurance ca…
Insurance Claims and Policy Processing Clerks
- want 2.3 · AI 5
Plan, describe, arrange, and sell itinerary tour packages and promotional travel incentives offered by various travel c…
Travel Agents
- want 2.3 · AI 4
Maintain awareness of advances in medicine, computerized diagnostic and treatment equipment, data processing technology…
Medical and Health Services Managers
- want 2.3 · AI 4
Determine and set product prices.
Online Merchants
- want 2.3 · AI 3.5
Prepare, proofread, or process legal documents, such as summonses, subpoenas, complaints, appeals, motions, or pretrial…
Legal Secretaries and Administrative Assistants
- want 2.29 · AI 4.67
Enter commands and observe system functioning to verify correct operations and detect errors.
Computer User Support Specialists
- want 2.29 · AI 3.5
Analyze blueprints and other documentation to prepare time, cost, materials, and labor estimates.
Cost Estimators
- want 2.29 · AI 3.5
Answer inquiries from the general public regarding judicial procedures, court appearances, trial dates, adjournments, o…
Court, Municipal, and License Clerks
- want 2.25 · AI 4.33
Analyze developments in specific field to determine need for revisions in previously published materials and developmen…
Technical Writers
- want 2.25 · AI 4
Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns.
Logistics Analysts
- want 2.25 · AI 4
Provide customers with travel suggestions and information sources, such as guides, directories, brochures, or maps.
Reservation and Transportation Ticket Agents and Travel Clerks
- want 2.25 · AI 3.5
Recommend improvements to existing or planned logistics processes.
Logistics Analysts
- want 2.2 · AI 5
Book transportation and hotel reservations, using computer or telephone.
Travel Agents
- want 2.2 · AI 4.5
Check to ensure that appropriate changes were made to resolve customers' problems.
Customer Service Representatives
- want 2.2 · AI 4.5
Complete sales order tickets and submit for processing of client-requested transactions.
Securities, Commodities, and Financial Services Sales Agents
- want 2.2 · AI 4
Prepare scale drawings or architectural designs, using computer-aided design or other tools.
Architects, Except Landscape and Naval
- want 2.17 · AI 5
Correct or record omissions, errors, or inconsistencies found.
Proofreaders and Copy Markers
- want 2.17 · AI 4.5
Modify existing databases and database management systems or direct programmers and analysts to make changes.
Database Administrators
- want 2.14 · AI 4.33
Review work done by others to check for correct spelling and grammar, ensure that company format policies are followed,…
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive
- want 2.13 · AI 4.5
Review accounts for discrepancies and reconcile differences.
Accountants and Auditors
- want 2.13 · AI 4.5
Write articles, bulletins, sales letters, speeches, and other related informative, marketing and promotional material.
Writers and Authors
- want 2.1 · AI 4.5
Answer customers' questions about products, prices, availability, or credit terms.
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products
- want 2 · AI 5
Prepare and balance period-end reports, and reconcile issued payrolls to bank statements.
Payroll and Timekeeping Clerks
- want 2 · AI 4.67
Prepare meeting agendas or packets of related information.
Court, Municipal, and License Clerks
- want 2 · AI 4.33
Analyze business operations, trends, costs, revenues, financial commitments, and obligations to project future revenues…
Accountants and Auditors
- want 2 · AI 4
Provide consultation to nurses regarding hardware or software configuration.
Health Informatics Specialists
- want 1.9 · AI 3.5
Draft and type office memos.
Legal Secretaries and Administrative Assistants
- want 1.86 · AI 4
Collect historical cost data to estimate costs for current or future products.
Cost Estimators
- want 1.75 · AI 3.67
Prepare, examine, or analyze accounting records, financial statements, or other financial reports to assess accuracy, c…
Accountants and Auditors
- want 1.71 · AI 3.67
Review final layouts and suggest improvements, as needed.
Graphic Designers
- want 1.67 · AI 4.5
Write and code logical and physical database descriptions and specify identifiers of database to management system, or…
Database Administrators
- want 1.67 · AI 4
Key information into computer equipment to create layouts for client or supervisor.
Graphic Designers
- want 1.67 · AI 4
Contact customers or travel agents to advise them of travel conveyance changes or to confirm reservations.
Reservation and Transportation Ticket Agents and Travel Clerks
- want 1.67 · AI 3.5
Plan the contents of publications according to the publication's style, editorial policy, and publishing requirements.
Editors
- want 1.5 · AI 4
Contact potential vendors to determine material availability.
Logistics Analysts