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JOB REPORT / 17-2112 · 91 TASKS

Industrial Engineers.

Can AI do the work of Industrial Engineers?

Mostly it works alongside you. Here is what shifts, task by task.

YOUR EXPERIENCE MATTERS

How does this fit your work?

How many tasks do you use AI to assist with at work?

Drag the dot. There’s no wrong answer; it starts at our estimate.

Starting pointOur estimate

The mark shows what’s typical for this job.

The parts of your job AI can already do most of:

  • Review health, safety, accident, or worker compensation records…
  • Analyze validation test data to determine whether systems…
  • Prepare reports or presentations summarizing results or conclusions…

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A guided certificate program in AI-assisted Industrial Engineers work. It covers the 85 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

85 of 91 tasks reviewed

This job has 91 core tasks. We went through 85 of them, one at a time.

Task by task, from the work Industrial Engineers actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

  1. TASK 01

    Review health, safety, accident, or worker compensation records to evaluate safety program effectiveness or to identify jobs with high incidence of injury.

    AI DOES

    Scans injury records, flags patterns, and summarizes trends across job categories

    YOU DO

    Apply workplace context and safety expertise to judge what changes will actually work

  2. TASK 02

    Analyze validation test data to determine whether systems or processes have met validation criteria or to identify root causes of production problems.

    AI DOES

    Scans test data, spots trends and outliers, and drafts summary reports

    YOU DO

    Apply engineering judgment to confirm root causes and sign off on validation decisions

  3. TASK 03

    Prepare reports or presentations summarizing results or conclusions of human factors engineering or ergonomics activities, such as testing, investigation, or validation.

    AI DOES

    Drafts report sections, formats data summaries, and suggests clear language from raw notes or test results

    YOU DO

    Apply professional judgment to what the findings mean for real people's safety and usability

  4. TASK 04

    Write, review, or comment on documents, such as proposals, test plans, or procedures.

    AI DOES

    Drafts sections, checks grammar, flags gaps, and suggests structure for proposals and test plans

    YOU DO

    Apply expert judgment on human safety, usability risks, and real-world testing context

  5. TASK 05

    Apply modeling or quantitative analysis to forecast events, such as human decisions or behaviors, the structure or processes of organizations, or the attitudes or actions of human groups.

    AI DOES

    Runs simulations, fits statistical models, and spots patterns in behavioral data

    YOU DO

    Choose the right model assumptions and translate findings into real human context

  6. TASK 06

    Prepare detailed reports or design statements, based on results of validation and qualification tests or reviews of procedures and protocols.

    AI DOES

    Drafts report sections, formats data tables, and suggests standard language for protocols

    YOU DO

    Interpret edge-case results and take professional responsibility for accuracy

  7. TASK 07

    Prepare, maintain, or review validation and compliance documentation, such as engineering change notices, schematics, or protocols.

    AI DOES

    Drafts protocols, flags missing sections, and formats compliance documents

    YOU DO

    Verify every detail matches real systems and current regulations

  8. TASK 08

    Recommend resolution of identified deviations from established product or process standards.

    AI DOES

    Searches standards, flags similar past deviations, and drafts resolution options with pros and cons

    YOU DO

    Weigh safety risk, regulatory exposure, and cross-team impact before signing off

  9. TASK 09

    Estimate production costs, cost saving methods, and the effects of product design changes on expenditures for management review, action, and control.

    AI DOES

    Pulls cost data, runs calculations, flags savings opportunities, and drafts summary reports

    YOU DO

    Apply real-world production knowledge and own the recommendations in front of leadership

  10. TASK 10

    Plan and establish sequence of operations to fabricate and assemble parts or products and to promote efficient utilization.

    AI DOES

    Drafts operation sequences, flags bottlenecks, and suggests efficiency improvements from production data

    YOU DO

    Validate plans against real shop floor conditions and make judgment calls on tradeoffs

  11. TASK 11

    Determine root causes of failures or recommend changes in designs, tolerances, or processing methods, using statistical procedures.

    AI DOES

    Runs statistical analysis, flags anomalies in data, and suggests likely failure patterns

    YOU DO

    Apply hands-on process knowledge and take responsibility for the final fix

  12. TASK 12

    Prepare documentation for new manufacturing processes or engineering procedures.

    AI DOES

    Drafts templates, structures procedure steps, suggests standard language, and checks formatting

    YOU DO

    Verify every step against real shop-floor conditions and safety requirements

  13. TASK 13

    Prepare validation or performance qualification protocols for new or modified manufacturing processes, systems, or equipment for production of pharmaceuticals, electronics, or other products.

    AI DOES

    Drafts protocol templates, formats test scripts, and suggests acceptance criteria based on regulatory standards

    YOU DO

    Apply site-specific process knowledge and sign off on safety-critical decisions

  14. TASK 14

    Develop or implement research methodologies or statistical analysis plans to test and evaluate developmental prototypes used in new products or processes, such as cockpit designs, user workstations, or computerized human models.

    AI DOES

    Drafts statistical analysis plans, suggests study designs, and summarizes research literature fast

    YOU DO

    Apply expert judgment about real user safety, physical constraints, and what questions actually matter

  15. TASK 15

    Analyze statistical data and product specifications to determine standards and establish quality and reliability objectives of finished product.

    AI DOES

    Runs statistical analysis, flags spec outliers, and drafts initial quality benchmarks

    YOU DO

    Apply engineering judgment to set safety-critical standards and sign off on final objectives

  16. TASK 16

    Record or oversee recording of information to ensure currency of engineering drawings and documentation of production problems.

    AI DOES

    Drafts change logs, flags outdated drawings, and organizes production problem reports

    YOU DO

    Judge which issues are critical and sign off on official engineering records

  17. TASK 17

    Draft and design layout of equipment, materials, and workspace to illustrate maximum efficiency using drafting tools and computer.

    AI DOES

    Generates layout options, flags bottlenecks, and produces CAD-ready drafts from specs

    YOU DO

    Apply hands-on site knowledge and safety judgment to finalize designs

  18. TASK 18

    Estimate time or resource requirements for ergonomic or human factors research or development projects.

    AI DOES

    Drafts baseline estimates using similar past projects and standard task breakdowns

    YOU DO

    Apply hands-on knowledge of team capacity, site conditions, and project-specific risks

  19. TASK 19

    Estimate costs, production times, or staffing requirements for new designs.

    AI DOES

    Pulls historical cost data, runs parametric estimates, and flags outliers in production time models

    YOU DO

    Apply hands-on shop knowledge, supplier relationships, and judgment about what can actually be built

  20. TASK 20

    Develop manufacturing methods, labor utilization standards, and cost analysis systems to promote efficient staff and facility utilization.

    AI DOES

    Analyzes cost data, generates draft labor standards, and surfaces efficiency patterns from production records

    YOU DO

    Visit the floor, talk to workers, and judge what trade-offs make sense for your specific facility

  21. TASK 21

    Review production schedules, engineering specifications, orders, and related information to obtain knowledge of manufacturing methods, procedures, and activities.

    AI DOES

    Reads and summarizes schedules, specs, and orders to pull out key facts fast

    YOU DO

    Apply shop-floor experience to catch issues AI would miss

  22. TASK 22

    Complete production reports, purchase orders, and material, tool, and equipment lists.

    AI DOES

    Drafts report templates, fills standard fields, and formats purchase orders from data inputs

    YOU DO

    Verify real-world accuracy and apply site-specific engineering judgment

  23. TASK 23

    Analyze the financial impacts of sustainable manufacturing processes or sustainable product manufacturing.

    AI DOES

    Pulls cost data, builds financial models, and summarizes research on green manufacturing ROI

    YOU DO

    Weigh real plant constraints, supplier relationships, and long-term business strategy

  24. TASK 24

    Apply statistical methods and perform mathematical calculations to determine manufacturing processes, staff requirements, and production standards.

    AI DOES

    Runs statistical models, crunches production data, and flags inefficiencies automatically

    YOU DO

    Judge whether the model fits real-world constraints and make the final call on process changes

  25. TASK 25

    Regulate and alter workflow schedules according to established manufacturing sequences and lead times to expedite production operations.

    AI DOES

    Analyzes production data, flags bottlenecks, and drafts optimized schedule options

    YOU DO

    Apply floor-level judgment and approve schedule changes that affect people and machines

  26. TASK 26

    Schedule deliveries based on production forecasts, material substitutions, storage and handling facilities, and maintenance requirements.

    AI DOES

    Analyzes production forecasts, spots scheduling gaps, and drafts optimized delivery timelines

    YOU DO

    Apply shop-floor judgment to handle unexpected disruptions and negotiate trade-offs across teams

  27. TASK 27

    Formulate sampling procedures and designs and develop forms and instructions for recording, evaluating, and reporting quality and reliability data.

    AI DOES

    Drafts sampling plan templates, suggests standard methods (like MIL-STD-1916 or ISO 2859), and generates form layouts and instruction text

    YOU DO

    Apply deep process knowledge, set risk tolerances, and validate that plans fit the actual production environment

  28. TASK 28

    Evaluate current or proposed manufacturing processes or practices for environmental sustainability, considering factors such as greenhouse gas emissions, air pollution, water pollution, energy use, or waste creation.

    AI DOES

    Pulls emission data, compares benchmarks, flags waste hotspots, and drafts sustainability reports

    YOU DO

    Visit the plant, talk to workers, and decide which changes are safe, affordable, and realistic

  29. TASK 29

    Study product characteristics or customer requirements to determine validation objectives and standards.

    AI DOES

    Scans specs and customer documents to draft a list of possible validation objectives and flag relevant standards

    YOU DO

    Apply engineering judgment to decide which requirements are critical and set the right acceptance standards

  30. TASK 30

    Develop validation master plans, process flow diagrams, test cases, or standard operating procedures.

    AI DOES

    Drafts document templates, outlines test case structures, and suggests standard SOP language

    YOU DO

    Apply regulatory expertise and real process knowledge to finalize every plan

  31. TASK 31

    Troubleshoot new or existing product problems involving designs, materials, or processes.

    AI DOES

    Searches failure databases, flags patterns in quality data, and suggests root causes from similar past problems

    YOU DO

    Walk the floor, test physical samples, and judge what the data actually means in context

  32. TASK 32

    Establish system operating or training requirements to ensure optimized human-machine interfaces.

    AI DOES

    Searches literature, summarizes standards, and drafts requirement checklists

    YOU DO

    Watch real users struggle, ask the right questions, and decide what truly matters for safety and usability

  33. TASK 33

    Identify opportunities or implement changes to improve manufacturing processes or products or to reduce costs, using knowledge of fabrication processes, tooling and production equipment, assembly methods, quality control standards, or product design, materials and parts.

    AI DOES

    Analyzes production data, flags cost patterns, summarizes process options, and drafts improvement proposals

    YOU DO

    Walk the floor, test ideas on real equipment, and judge what will actually work safely and practically

  34. TASK 34

    Apply continuous improvement methods, such as lean manufacturing, to enhance manufacturing quality, reliability, or cost-effectiveness.

    AI DOES

    Analyzes production data, flags waste patterns, summarizes lean frameworks, and drafts improvement plans

    YOU DO

    Walk the floor, read the team, and decide which changes will actually work in your specific plant

  35. TASK 35

    Communicate with regulatory agencies regarding compliance documentation or validation results.

    AI DOES

    Drafts submission letters, formats compliance reports, and flags missing documentation

    YOU DO

    Own the regulatory relationship and take accountability for every claim submitted

  36. TASK 36

    Train users in task techniques or ergonomic principles.

    AI DOES

    Drafts training materials, quizzes, and step-by-step guides on ergonomic principles

    YOU DO

    Watch real people work and give hands-on, in-the-moment coaching

  37. TASK 37

    Design validation study features, such as sampling, testing, or analytical methodologies.

    AI DOES

    Suggests sampling plans, testing protocols, and analytical methods from established standards

    YOU DO

    Apply site-specific risk knowledge and regulatory requirements to finalize the design

  38. TASK 38

    Provide human factors technical expertise on topics, such as advanced user-interface technology development or the role of human users in automated or autonomous sub-systems in advanced vehicle systems.

    AI DOES

    Summarizes research, drafts technical reports, finds patterns in usability data, and explains human factors concepts quickly

    YOU DO

    Bring lived observation of how real people interact with systems and make safety-critical design calls

  39. TASK 39

    Develop or implement human performance research, investigation, or analysis protocols.

    AI DOES

    Drafts protocol templates, summarizes past research, and flags common methodology gaps

    YOU DO

    Judge whether the protocol fits the real-world setting and protects participant safety

  40. TASK 40

    Communicate manufacturing capabilities, production schedules, or other information to facilitate production processes.

    AI DOES

    Drafts status reports, schedules summaries, and capability documents from data inputs

    YOU DO

    Verify live floor conditions and negotiate priorities with real teams

  41. TASK 41

    Communicate with management and user personnel to develop production and design standards.

    AI DOES

    Drafts standard documents, summarizes meeting notes, and suggests design benchmarks from industry data

    YOU DO

    Lead conversations, read the room, and build agreement between people

  42. TASK 42

    Design cognitive aids, such as procedural storyboards or decision support systems.

    AI DOES

    Drafts decision trees, writes procedural steps, and generates layout options

    YOU DO

    Test designs with real users and validate safety in actual work conditions

  43. TASK 43

    Coordinate and implement quality control objectives, activities, or procedures to resolve production problems, maximize product reliability, or minimize costs.

    AI DOES

    Analyzes production data, spots patterns in defects, drafts quality procedures, and summarizes cost trade-offs

    YOU DO

    Walk the floor, read team dynamics, and make final calls on process changes

  44. TASK 44

    Study operations sequence, material flow, functional statements, organization charts, and project information to determine worker functions and responsibilities.

    AI DOES

    Scans and summarizes documents, flags patterns, and drafts initial function lists

    YOU DO

    Walk the floor, talk to workers, and judge what the data misses

  45. TASK 45

    Read current literature, talk with colleagues, participate in educational programs, attend meetings or workshops, or participate in professional organizations or conferences to keep abreast of developments in the manufacturing field.

    AI DOES

    Scans journals, summarizes new research, and flags trending topics in manufacturing

    YOU DO

    Show up, build relationships, and apply real-world context to what you learn

  46. TASK 46

    Redesign packaging for manufactured products to minimize raw material use or waste.

    AI DOES

    Generates material-reduction ideas, runs cost and weight calculations, and drafts packaging design options

    YOU DO

    Test prototypes physically and judge real manufacturing and safety limits

  47. TASK 47

    Conduct research to evaluate potential solutions related to changes in equipment design, procedures, manpower, personnel, or training.

    AI DOES

    Searches research databases, summarizes findings, and drafts evaluation frameworks

    YOU DO

    Judge which solutions are safe, practical, and right for the specific people and environment

  48. TASK 48

    Investigate or resolve operational problems, such as material use variances or bottlenecks.

    AI DOES

    Analyzes production data, spots variance trends, and suggests likely root causes

    YOU DO

    Walk the floor, test fixes hands-on, and decide what trade-offs are worth making

  49. TASK 49

    Assess the user-interface or usability characteristics of products.

    AI DOES

    Scans UI designs, checks against usability guidelines, and summarizes user research patterns

    YOU DO

    Watch real users struggle, read body language, and make nuanced calls about what truly matters

  50. TASK 50

    Design or evaluate human work systems, using human factors engineering and ergonomic principles to optimize usability, cost, quality, safety, or performance.

    AI DOES

    Pulls ergonomic research, drafts design guidelines, flags known risk factors, and models basic workflow layouts

    YOU DO

    Watch real workers in real spaces, test prototypes hands-on, and weigh safety trade-offs with lived judgment

  51. TASK 51

    Incorporate new manufacturing methods or processes to improve existing operations.

    AI DOES

    Searches literature, benchmarks best practices, and drafts process improvement proposals

    YOU DO

    Walk the floor, test ideas hands-on, and judge what actually fits your equipment and team

  52. TASK 52

    Review product designs for manufacturability or completeness.

    AI DOES

    Scans design files to flag missing specs, tolerance errors, and known manufacturability issues

    YOU DO

    Apply shop-floor experience and material knowledge to catch problems AI has never seen in practice

  53. TASK 53

    Design layout of equipment or workspaces to achieve maximum efficiency.

    AI DOES

    Generates layout drafts, runs flow simulations, and flags bottlenecks in digital models

    YOU DO

    Walk the floor, talk to workers, and apply hands-on safety judgment

  54. TASK 54

    Resolve testing problems by modifying testing methods or revising test objectives and standards.

    AI DOES

    Searches for patterns in test failures, suggests modified test methods, and drafts revised test objectives

    YOU DO

    Apply domain knowledge and safety judgment to approve any real changes to test standards

  55. TASK 55

    Conduct audits of validation or performance qualification processes to ensure compliance with internal or regulatory requirements.

    AI DOES

    Scans validation documents for missing steps, flags regulatory gaps, and drafts audit checklists

    YOU DO

    Walk the facility floor, verify real-world conditions, and sign off on compliance decisions

  56. TASK 56

    Evaluate precision and accuracy of production and testing equipment and engineering drawings to formulate corrective action plan.

    AI DOES

    Analyzes measurement data, spots patterns in equipment errors, and drafts corrective action plan templates

    YOU DO

    Walk the floor, inspect equipment hands-on, and sign off on safety-critical fixes

  57. TASK 57

    Direct validation activities, such as protocol creation or testing.

    AI DOES

    Drafts protocols, generates test case outlines, and flags gaps in documentation

    YOU DO

    Judge risk, sign off on safety decisions, and adapt plans to real-world system behavior

  58. TASK 58

    Coordinate the implementation or scheduling of validation testing with affected departments and personnel.

    AI DOES

    Drafts meeting agendas, schedules, and coordination emails

    YOU DO

    Build trust across teams and navigate competing priorities in real time

  59. TASK 59

    Design tests of finished products or process capabilities to establish standards or validate process requirements.

    AI DOES

    Drafts test plans, suggests relevant standards, and flags gaps in test coverage

    YOU DO

    Apply hands-on process knowledge to decide what truly matters for safety and quality

  60. TASK 60

    Implement methods and procedures for disposition of discrepant material and defective or damaged parts, and assess cost and responsibility.

    AI DOES

    Drafts disposition procedures, summarizes defect data, and models cost scenarios

    YOU DO

    Own the final call on responsibility, sign off on dispositions, and negotiate with suppliers or teams

  61. TASK 61

    Assist in training equipment operators or other staff on validation protocols and standard operating procedures.

    AI DOES

    Drafts SOPs, training slides, quizzes, and step-by-step guides from existing protocols

    YOU DO

    Show up in person, answer real questions, and adapt to how each learner actually understands the work

  62. TASK 62

    Develop sustainable manufacturing technologies to reduce greenhouse gas emissions, minimize raw material use, replace toxic materials with non-toxic materials, replace non-renewable materials with renewable materials, or reduce waste.

    AI DOES

    Searches literature, compares material options, models emissions scenarios, and drafts technical reports

    YOU DO

    Test real processes, weigh safety risks, and make final design decisions that affect people and the planet

  63. TASK 63

    Devise automated lab validation test stations or other test fixtures or equipment.

    AI DOES

    Drafts test station concepts, suggests test coverage gaps, and generates specification documents

    YOU DO

    Apply hands-on lab knowledge and make safety-critical design calls

  64. TASK 64

    Conduct interviews or surveys of users or customers to collect information on topics, such as requirements, needs, fatigue, ergonomics, or interfaces.

    AI DOES

    Drafts survey questions, summarizes responses, and spots patterns in large datasets

    YOU DO

    Read the room, ask follow-up questions, and build the human connection that gets honest answers

  65. TASK 65

    Recommend workplace changes to improve health and safety, using knowledge of potentially harmful factors, such as heavy loads or repetitive motions.

    AI DOES

    Pulls relevant ergonomic research, drafts written recommendations, and summarizes safety standards for specific risk factors

    YOU DO

    Visit the workplace, watch how people actually move, and judge what changes will realistically work in that specific environment

  66. TASK 66

    Conduct validation or qualification tests of new or existing processes, equipment, or software in accordance with internal protocols or external standards.

    AI DOES

    Drafts test protocols, summarizes results, and spots patterns in test data

    YOU DO

    Run the physical tests, make safety calls, and sign off on compliance decisions

  67. TASK 67

    Participate in internal or external training programs to maintain knowledge of validation principles, industry trends, or novel technologies.

    AI DOES

    Summarizes training materials, finds relevant courses, and answers quick knowledge questions

    YOU DO

    Show up, engage deeply, and connect new ideas to your actual validation work

  68. TASK 68

    Validate or characterize sustainable or environmentally friendly products, using electronic testing platforms.

    AI DOES

    Analyzes test data, spots anomalies, and generates summary reports from electronic testing platforms

    YOU DO

    Physically run tests, interpret context-specific results, and sign off on validation findings

  69. TASK 69

    Perform functional, task, or anthropometric analysis, using tools, such as checklists, surveys, videotaping, or force measurement.

    AI DOES

    Processes survey data, flags patterns in checklists, and helps analyze video footage for movement patterns

    YOU DO

    Conduct the physical observations, operate measurement tools, and interpret real-world context on-site

  70. TASK 70

    Evaluate manufactured products according to specifications and quality standards.

    AI DOES

    Scans images for defects, compares measurements to specs, and flags out-of-tolerance parts

    YOU DO

    Physically inspect parts, use precision tools, and apply judgment on borderline cases

  71. TASK 71

    Advocate for end users in collaboration with other professionals, including engineers, designers, managers, or customers.

    AI DOES

    Summarizes user research, drafts reports, and highlights key pain points to support your case

    YOU DO

    Build relationships and persuade real people in the room

  72. TASK 72

    Direct workers engaged in product measurement, inspection, and testing activities to ensure quality control and reliability.

    AI DOES

    Analyzes inspection data, flags defects, and drafts quality checklists

    YOU DO

    Stay on the floor to coach workers and make real-time safety calls

  73. TASK 73

    Confer with clients, vendors, staff, and management personnel regarding purchases, product and production specifications, manufacturing capabilities, or project status.

    AI DOES

    Drafts meeting prep materials, summarizes past conversations, and writes follow-up emails

    YOU DO

    Show up, read the room, and build trust through real human dialogue

  74. TASK 74

    Train production personnel in new or existing methods.

    AI DOES

    Drafts training guides, quizzes, slides, and step-by-step instructions fast

    YOU DO

    Show up on the floor, demonstrate techniques, and read when someone is truly confused

  75. TASK 75SOURCE-BACKED TASK

    Create, populate, or maintain databases for tracking validation activities, test results, or validated systems.

    AI DOES

    Auto-populates fields and structures database schemas

    YOU DO

    Decide what data matters most

    About this analysis

    59% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  76. TASK 76SOURCE-BACKED TASK

    Prepare reports summarizing information or trends related to manufacturing performance.

    AI DOES

    Generates charts, tables, and trend summaries from data

    YOU DO

    Interpret what the patterns mean for decisions

    About this analysis

    54% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  77. TASK 77

    Integrate human factors requirements into operational hardware.

    AI DOES

    Drafts requirements checklists, flags design conflicts, and summarizes human factors standards

    YOU DO

    Test hardware with real users and make judgment calls on physical fit and feel

  78. TASK 78

    Design, install, or troubleshoot manufacturing equipment.

    AI DOES

    Suggests design options, searches technical docs, and helps draft troubleshooting checklists

    YOU DO

    Show up on the floor, test the equipment, and make real-time safety calls

  79. TASK 79

    Purchase equipment, materials, or parts.

    AI DOES

    Searches suppliers, compares prices, drafts purchase requests, and flags spec mismatches

    YOU DO

    Visit vendors, negotiate deals, and sign off on final purchases

  80. TASK 80

    Supervise technicians, technologists, analysts, administrative staff, or other engineers.

    AI DOES

    Drafts schedules, tracks performance data, and flags issues in reports

    YOU DO

    Show up, listen, and make judgment calls about people and safety

  81. TASK 81SOURCE-BACKED TASK

    Recommend methods for improving utilization of personnel, material, and utilities.

    AI DOES

    Analyzes usage patterns and suggests efficiency improvements

    YOU DO

    Judge what fits your culture and priorities

    About this analysis

    35% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  82. TASK 82SOURCE-BACKED TASK

    Investigate theoretical or conceptual issues, such as the human design considerations of lunar landers or habitats.

    AI DOES

    Gathers research and generates initial conceptual frameworks

    YOU DO

    Ask the right questions and judge feasibility

    About this analysis

    30% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  83. TASK 83SOURCE-BACKED TASK

    Analyze complex systems to determine potential for further development, production, interoperability, compatibility, or usefulness in a particular area, such as aviation.

    AI DOES

    Processes specs and identifies technical patterns

    YOU DO

    Judge real-world feasibility and strategic value

    About this analysis

    26% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  84. TASK 84SOURCE-BACKED TASK

    Provide technical expertise or support related to manufacturing.

    AI DOES

    Analyzes data and suggests troubleshooting steps

    YOU DO

    Apply experience to complex problems

    About this analysis

    0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  85. TASK 85SOURCE-BACKED TASK

    Perform statistical analyses, such as social network pattern analysis, network modeling, discrete event simulation, agent-based modeling, statistical natural language processing, computational sociology, mathematical optimization, or systems dynamics.

    AI DOES

    Runs calculations and generates initial models

    YOU DO

    Design the right approach and interpret results

    About this analysis

    0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

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Data sources and attribution

This page includes information from the O*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 license. rtwoai has modified all or some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications. O*NET® is a trademark of USDOL/ETA.

Wage and employment figures are from the U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics (2025). Job outlook is from the BLS Employment Projections program, 2024–34. BLS data are in the public domain. BLS has not reviewed or endorsed this page.

Task collaboration data is from the Anthropic Economic Index, release 2025-03-27, used under the CC BY 4.0 license. Anthropic has not reviewed or endorsed this page.

How we describe AI use in each task is our own characterization, not a measurement of whether AI can replace this job. Microsoft note that their metrics "should not be misconstrued or misrepresented as measuring the ability of AI to replace jobs," and that there is more to an occupation than the sum of its tasks.

Can AI do the work of Industrial Engineers? — rtwoai