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JOB REPORT / 13-1081 · 83 TASKS

Logisticians.

Can AI do the work of Logisticians?

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:

  • Create models or scenarios to predict the impact…
  • Compute reporting metrics
  • Remotely monitor the flow of vehicles or inventory, using…

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A guided certificate program in AI-assisted Logisticians work. It covers the 82 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

82 of 83 tasks reviewed

This job has 83 core tasks. We went through 82 of them, one at a time.

Task by task, from the work Logisticians 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

    Create models or scenarios to predict the impact of changing circumstances, such as fuel costs, road pricing, energy taxes, or carbon emissions legislation.

    AI DOES

    Builds draft models, runs scenario simulations, and flags cost sensitivity across variables like fuel prices or carbon taxes

    YOU DO

    Set realistic assumptions, interpret business trade-offs, and decide which scenarios actually matter for your company

  2. TASK 02

    Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns.

    AI DOES

    Pulls data, calculates metrics, and builds summary reports automatically

    YOU DO

    Verify data sources and interpret what the numbers mean for real decisions

  3. TASK 03

    Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.

    AI DOES

    Tracks shipments, spots delays, and sends real-time alerts from logistics dashboards

    YOU DO

    Decide the best fix when a shipment goes off-plan

  4. TASK 04

    Conduct logistics studies or analyses, such as time studies, zero-base analyses, rate analyses, network analyses, flow-path analyses, or supply chain analyses.

    AI DOES

    Crunches numbers, builds network models, flags bottlenecks, and drafts analysis reports

    YOU DO

    Judge which trade-offs actually fit your operation and stakeholder needs

  5. TASK 05

    Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis.

    AI DOES

    Runs data models, finds cost patterns, and flags outliers in large datasets fast

    YOU DO

    Interpret results in business context and recommend action

  6. TASK 06

    Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.

    AI DOES

    Scans transaction logs, spots unusual patterns, and sends alerts in real time

    YOU DO

    Judge whether a flag is a real problem and decide the right fix

  7. TASK 07

    Monitor industry standards, trends, or practices to identify developments in logistics planning or execution.

    AI DOES

    Scans news, reports, and publications to surface relevant trends and flag changes in logistics standards

    YOU DO

    Judge which trends truly affect your operation and decide how to act on them

  8. TASK 08

    Write or revise standard operating procedures for logistics processes.

    AI DOES

    Drafts procedure outlines, suggests step-by-step formats, and rewrites unclear language

    YOU DO

    Verify every step matches real-world operations and catch gaps AI cannot see

  9. TASK 09

    Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies.

    AI DOES

    Analyzes live traffic, weather, and GPS data to flag route problems and suggest faster alternatives

    YOU DO

    Weigh real-world context and make the final rerouting decision

  10. TASK 10

    Enter carbon-output or environmental-impact data into spreadsheets or environmental management or auditing software programs.

    AI DOES

    Maps raw data to spreadsheet fields and auto-populates environmental tracking software

    YOU DO

    Verify data sources and catch errors before submitting official records

  11. TASK 11

    Assess the environmental impact or energy efficiency of logistics activities, using carbon mitigation software.

    AI DOES

    Crunches emissions data, flags inefficiencies, and drafts impact reports using carbon software inputs

    YOU DO

    Weigh operational constraints and decide which sustainability trade-offs are worth making

  12. TASK 12

    Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation.

    AI DOES

    Scans large datasets, flags anomalies, builds dashboards, and summarizes supply chain trends

    YOU DO

    Judge which findings matter most and turn insights into action plans your team can trust

  13. TASK 13

    Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes.

    AI DOES

    Pulls data, finds cost trends, flags delays, and drafts summary reports

    YOU DO

    Apply business context and recommend the right action for your specific supply chain

  14. TASK 14

    Review procedures, such as distribution or inventory management, to ensure maximum efficiency or minimum cost.

    AI DOES

    Analyzes inventory data, flags bottlenecks, and models cost-saving scenarios

    YOU DO

    Weigh competing priorities and make final calls on process changes

  15. TASK 15

    Maintain databases of logistics information.

    AI DOES

    Auto-fills records, spots duplicates, and suggests data fixes

    YOU DO

    Decide which data is trustworthy and how to handle messy real-world exceptions

  16. TASK 16

    Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers.

    AI DOES

    Runs optimization algorithms to suggest consolidated routes and flag empty miles

    YOU DO

    Weigh business relationships, real-time disruptions, and customer priorities before finalizing any schedule

  17. TASK 17

    Track product flow from origin to final delivery.

    AI DOES

    Monitors shipment data, flags delays, and summarizes product movement across the supply chain

    YOU DO

    Step in when something goes wrong and decide how to fix real-world disruptions

  18. TASK 18

    Direct availability and allocation of materials, supplies, and finished products.

    AI DOES

    Monitors stock levels, predicts shortages, and suggests reorder points in real time

    YOU DO

    Weigh tradeoffs when supply is short and stakeholders disagree on priorities

  19. TASK 19

    Apply analytic methods or tools to understand, predict, or control logistics operations or processes.

    AI DOES

    Runs forecasts, flags anomalies, and suggests optimization models on logistics data

    YOU DO

    Choose the right method for the situation and turn insights into real decisions

  20. TASK 20

    Enter logistics-related data into databases.

    AI DOES

    Auto-fills fields, flags errors, and imports structured data from documents

    YOU DO

    Verify unusual entries and resolve data that doesn't fit standard formats

  21. TASK 21

    Develop logistic metrics, internal analysis tools, or key performance indicators for business units.

    AI DOES

    Drafts KPI templates, runs data analysis, and suggests industry-standard metrics fast

    YOU DO

    Dig into what each business unit truly needs and make sure metrics drive the right behavior

  22. TASK 22

    Report project plans, progress, and results.

    AI DOES

    Drafts status reports, summarizes data, and formats progress updates from inputs you provide

    YOU DO

    Decide what risks, delays, and wins actually matter to your audience

  23. TASK 23

    Maintain logistics records in accordance with corporate policies.

    AI DOES

    Auto-fills records, checks for missing fields, and flags policy violations

    YOU DO

    Verify unusual entries and apply context that rules alone can't cover

  24. TASK 24

    Contact carriers for rates or schedules.

    AI DOES

    Drafts rate-request emails, pulls carrier schedule data, and organizes quotes into comparison tables

    YOU DO

    Build carrier relationships and judge when to push back on pricing

  25. TASK 25

    Apply logistics modeling techniques to address issues, such as operational process improvement or facility design or layout.

    AI DOES

    Runs simulation models, spots bottlenecks in process data, and generates layout options fast

    YOU DO

    Walk the facility, talk to workers, and judge which solution actually fits the real operation

  26. TASK 26

    Identify opportunities for inventory reductions.

    AI DOES

    Scans inventory data, spots slow-moving items, and highlights overstock patterns

    YOU DO

    Weigh real-world supplier risks and business tradeoffs before cutting stock

  27. TASK 27

    Develop or maintain freight rate databases for use by supply chain departments to determine the most economical modes of transportation.

    AI DOES

    Scrapes and structures freight rate data, spots price trends, and flags anomalies in the database

    YOU DO

    Verify carrier contracts, judge market context, and own final cost recommendations

  28. TASK 28

    Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems.

    AI DOES

    Drafts templates, checks formatting, flags missing fields, and summarizes data reports

    YOU DO

    Verify system accuracy and take responsibility for final approval

  29. TASK 29

    Provide logistical facility or capacity planning analyses for distribution or transportation functions.

    AI DOES

    Runs demand forecasts, models capacity scenarios, and flags bottlenecks in distribution networks

    YOU DO

    Weigh trade-offs between cost, risk, and real-world constraints that data alone can't capture

  30. TASK 30

    Design comprehensive supply chains that minimize environmental impacts or costs.

    AI DOES

    Runs route optimization, models cost and carbon trade-offs, and surfaces data patterns across suppliers and transport modes

    YOU DO

    Weigh competing priorities, negotiate supplier terms, and make judgment calls when data is incomplete or conflicting

  31. TASK 31

    Provide project management services, including the provision and analysis of technical data.

    AI DOES

    Organizes data, flags delays, drafts status reports, and summarizes technical information

    YOU DO

    Judge trade-offs, build team trust, and adapt plans when things go sideways

  32. TASK 32

    Develop specifications for equipment, tools, facility layouts, or material-handling systems.

    AI DOES

    Drafts spec documents, suggests equipment options, and generates layout ideas from requirements

    YOU DO

    Verify real site conditions, safety codes, and vendor fit before finalizing

  33. TASK 33

    Evaluate effectiveness of current or future logistical processes.

    AI DOES

    Analyzes process data, flags bottlenecks, and models what-if scenarios

    YOU DO

    Weigh competing priorities and make final calls on complex system trade-offs

  34. TASK 34

    Develop or document procedures to minimize or mitigate carbon output resulting from the movement of materials or products.

    AI DOES

    Drafts procedure templates, summarizes carbon reduction research, and suggests emission benchmarks

    YOU DO

    Apply site-specific knowledge and build buy-in across teams and partners

  35. TASK 35

    Review global, national, or regional transportation or logistics reports for ways to improve efficiency or minimize the environmental impact of logistics activities.

    AI DOES

    Summarizes reports, spots trends, and highlights efficiency or emissions data

    YOU DO

    Apply industry judgment to choose practical, context-specific improvements

  36. TASK 36

    Determine packaging requirements.

    AI DOES

    Searches packaging standards, flags regulatory rules, and drafts requirement specs

    YOU DO

    Weigh supplier capabilities, costs, and real product conditions together

  37. TASK 37

    Compare locations or environmental policies of carriers or suppliers to make transportation decisions with lower environmental impact.

    AI DOES

    Pulls and compares carrier emissions data, sustainability reports, and policy info side by side

    YOU DO

    Weigh real business constraints, costs, and relationships before making the final call

  38. TASK 38

    Identify or develop business rules or standard operating procedures to streamline operating processes.

    AI DOES

    Drafts standard operating procedures, summarizes best practices, and flags process gaps from data

    YOU DO

    Test rules against real operations and build agreement across teams

  39. TASK 39

    Evaluate the use of inventory tracking technology, Web-based warehousing software, or intelligent conveyor systems to maximize plant or distribution center efficiency.

    AI DOES

    Compares technology options, summarizes vendor data, models efficiency scenarios, and flags gaps in current systems

    YOU DO

    Walk the floor, weigh trade-offs, and make the final call on what fits your specific operation

  40. TASK 40

    Stay informed of logistics technology advances and apply appropriate technology to improve logistics processes.

    AI DOES

    Scans industry sources, summarizes new logistics tech, and suggests process improvements

    YOU DO

    Judge which technology fits your team, budget, and real-world workflow

  41. TASK 41

    Provide logistics technology or information for effective and efficient support of product, equipment, or system manufacturing or service.

    AI DOES

    Drafts reports, pulls relevant tech specs, summarizes supplier data, and flags efficiency gaps

    YOU DO

    Validate that recommendations fit real-world constraints and coordinate with people on the ground

  42. TASK 42

    Determine requirements for compliance with environmental certification standards.

    AI DOES

    Searches regulations, summarizes certification requirements, and drafts compliance checklists

    YOU DO

    Apply standards to your specific operations and make judgment calls on risk and feasibility

  43. TASK 43

    Identify cost-reduction or process-improvement logistic opportunities.

    AI DOES

    Scans large datasets to surface cost patterns, route inefficiencies, and benchmark comparisons

    YOU DO

    Weigh trade-offs, build buy-in, and decide what's actually feasible on the ground

  44. TASK 44

    Prepare logistic strategies or conceptual designs for production facilities.

    AI DOES

    Drafts strategy templates, summarizes best practices, and generates conceptual layout options

    YOU DO

    Apply site-specific constraints and lead stakeholder decisions

  45. TASK 45

    Review logistics performance with customers against targets, benchmarks, and service agreements.

    AI DOES

    Pulls performance data, compares it to targets and benchmarks, and drafts summary reports

    YOU DO

    Lead the customer conversation, read the room, and negotiate solutions when things go wrong

  46. TASK 46

    Review contractual commitments, customer specifications, or related information to determine logistics or support requirements.

    AI DOES

    Scans contracts, highlights key terms, and drafts summaries of logistics requirements

    YOU DO

    Apply real-world logistics knowledge to decide what the requirements mean in practice

  47. TASK 47

    Propose logistics solutions for customers.

    AI DOES

    Pulls cost data, drafts proposal documents, and flags common logistics patterns

    YOU DO

    Listen to the customer, judge unique constraints, and build trust in the solution

  48. TASK 48

    Direct and support the compilation and analysis of technical source data necessary for product development.

    AI DOES

    Searches, sorts, and summarizes large sets of technical data and flags patterns or gaps

    YOU DO

    Decide which data sources are trustworthy and steer the team toward what product development actually needs

  49. TASK 49

    Design plant distribution centers.

    AI DOES

    Generates layout options, runs flow simulations, and flags bottlenecks in draft designs

    YOU DO

    Visit the site, negotiate tradeoffs, and sign off on safety and compliance decisions

  50. TASK 50

    Manage systems to ensure that pricing structures adequately reflect logistics costing.

    AI DOES

    Analyzes cost data, detects pricing mismatches, and generates reports

    YOU DO

    Weigh business context and approve pricing decisions

  51. TASK 51

    Arrange for sale or lease of excess storage or transport capacity to minimize losses or inefficiencies associated with empty space.

    AI DOES

    Scans capacity data, spots gaps, drafts outreach offers, and suggests pricing

    YOU DO

    Negotiate terms, judge partner reliability, and approve deals

  52. TASK 52

    Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies.

    AI DOES

    Drafts emails, summarizes carrier updates, and flags shipment delays from tracking data

    YOU DO

    Build trust with providers and make judgment calls in tricky negotiations

  53. TASK 53

    Determine logistics support requirements, such as facility details, staffing needs, or safety or maintenance plans.

    AI DOES

    Drafts requirement checklists, summarizes facility specs, and flags common staffing or safety gaps

    YOU DO

    Apply site knowledge and professional judgment to finalize safety-critical decisions

  54. TASK 54

    Manage the logistical aspects of product life cycles, including coordination or provisioning of samples, and the minimization of obsolescence.

    AI DOES

    Monitors inventory levels, predicts obsolescence, and surfaces coordination gaps across product stages

    YOU DO

    Build supplier relationships and make calls when tradeoffs involve cost, timing, and business priorities

  55. TASK 55

    Perform system lifecycle cost analysis and develop component studies.

    AI DOES

    Runs cost models, flags data patterns, and drafts component comparison reports

    YOU DO

    Apply real-world operational knowledge and stakeholder judgment to finalize recommendations

  56. TASK 56

    Plan, organize, and execute logistics support activities, such as maintenance planning, repair analysis, and test equipment recommendations.

    AI DOES

    Summarizes maintenance data, flags patterns, and drafts support plans or equipment recommendations

    YOU DO

    Weigh tradeoffs, own the final call, and adapt when real conditions don't match the data

  57. TASK 57

    Participate in the assessment and review of design alternatives and design change proposal impacts.

    AI DOES

    Summarizes design documents, flags cost or schedule risks, and compares alternatives side by side

    YOU DO

    Bring operational experience and make the final call on which tradeoffs actually matter

  58. TASK 58

    Manage subcontractor activities, reviewing proposals, developing performance specifications, and serving as liaisons between subcontractors and organizations.

    AI DOES

    Drafts proposal summaries, flags performance gaps in data, and formats specification documents

    YOU DO

    Build trust with subcontractors and make final calls on performance and contracts

  59. TASK 59

    Contact potential vendors to determine material availability.

    AI DOES

    Drafts vendor emails, finds contact info, and tracks responses in a spreadsheet

    YOU DO

    Build trust with vendors and read between the lines in real conversations

  60. TASK 60

    Confer with logistics management teams to determine ways to optimize service levels, maintain supply-chain efficiency, or minimize cost.

    AI DOES

    Analyzes cost, service, and efficiency data to suggest trade-offs and flag bottlenecks before meetings

    YOU DO

    Lead the conversation, read the room, and build team buy-in around decisions

  61. TASK 61

    Conduct environmental audits for logistics activities, such as storage, distribution, or transportation.

    AI DOES

    Drafts audit checklists, summarizes regulations, and analyzes emissions or compliance data

    YOU DO

    Walk the facility, observe real conditions, and make final compliance calls

  62. TASK 62

    Direct team activities, establishing task priorities, scheduling and tracking work assignments, providing guidance, and ensuring the availability of resources.

    AI DOES

    Drafts schedules, tracks task progress, flags resource gaps, and suggests priority rankings

    YOU DO

    Read your team's capacity and morale, then make the final calls on priorities and assignments

  63. TASK 63

    Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity.

    AI DOES

    Drafts emails, summarizes past interactions, and reminds you of key contact details and follow-up timing

    YOU DO

    Show genuine care, read emotions, and build real trust through human connection

  64. TASK 64

    Collaborate with other departments as necessary to meet customer requirements, to take advantage of sales opportunities or, in the case of shortages, to minimize negative impacts on a business.

    AI DOES

    Surfaces supply gaps, summarizes options, and drafts cross-department updates

    YOU DO

    Own the conversations, read team dynamics, and decide trade-offs that affect real people

  65. TASK 65

    Direct the work of logistics analysts.

    AI DOES

    Organizes task lists, flags bottlenecks, and drafts status updates

    YOU DO

    Build team trust and make judgment calls about priorities and people

  66. TASK 66SOURCE-BACKED TASK

    Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing.

    AI DOES

    Processes data and generates logistics reports automatically

    YOU DO

    Decide what the patterns mean for strategy

    About this analysis

    53% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  67. TASK 67

    Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements.

    AI DOES

    Drafts job postings, screens resumes, suggests training materials, and flags facility issues from data

    YOU DO

    Build trust with your team and make final calls on people decisions

  68. TASK 68SOURCE-BACKED TASK

    Develop or maintain models for logistics uses, such as cost estimating or demand forecasting.

    AI DOES

    Runs calculations and fits data to patterns

    YOU DO

    Design the model and validate results

    About this analysis

    47% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  69. TASK 69SOURCE-BACKED TASK

    Develop or maintain cost estimates, forecasts, or cost models.

    AI DOES

    Pulls data and builds initial cost models

    YOU DO

    Question assumptions and adjust for reality

    About this analysis

    41% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  70. TASK 70SOURCE-BACKED TASK

    Develop proposals that include documentation for estimates.

    AI DOES

    Generates proposal templates and cost breakdowns

    YOU DO

    Shape the strategy and win the deal

    About this analysis

    40% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  71. TASK 71SOURCE-BACKED TASK

    Prepare reports on logistics performance measures.

    AI DOES

    Pulls data and generates performance charts

    YOU DO

    Interpret trends and recommend actions

    About this analysis

    40% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  72. TASK 72SOURCE-BACKED TASK

    Protect and control proprietary materials.

    AI DOES

    Monitors access logs and flags suspicious activity

    YOU DO

    Judge real threats and set protection rules

    About this analysis

    40% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  73. TASK 73SOURCE-BACKED TASK

    Evaluate the use of technologies, such as global positioning systems (GPS), radio-frequency identification (RFID), route navigation software, or satellite linkup systems, to improve transportation efficiency.

    AI DOES

    Analyzes traffic patterns and suggests optimal routes

    YOU DO

    Judge real-world trade-offs and priorities

    About this analysis

    37% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  74. TASK 74SOURCE-BACKED TASK

    Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations.

    AI DOES

    Drafts proposals and creates presentation slides

    YOU DO

    Persuade with presence and adapt live

    About this analysis

    36% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  75. TASK 75SOURCE-BACKED TASK

    Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics.

    AI DOES

    Analyzes costs, space constraints, and technical specs

    YOU DO

    Weigh trade-offs and make the final call

    About this analysis

    33% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  76. TASK 76SOURCE-BACKED TASK

    Develop or maintain payment systems to ensure accuracy of vendor payments.

    AI DOES

    Flags discrepancies and suggests payment schedules

    YOU DO

    Approve exceptions and resolve disputes

    About this analysis

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

  77. TASK 77SOURCE-BACKED TASK

    Redesign the movement of goods to maximize value and minimize costs.

    AI DOES

    Models routes and predicts costs across scenarios

    YOU DO

    Choose the right tradeoffs and priorities

    About this analysis

    29% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  78. TASK 78SOURCE-BACKED TASK

    Develop an understanding of customers' needs and take actions to ensure that such needs are met.

    AI DOES

    Analyzes customer data and suggests next steps

    YOU DO

    Build real relationships and earn trust

    About this analysis

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

  79. TASK 79SOURCE-BACKED TASK

    Recommend improvements to existing or planned logistics processes.

    AI DOES

    Analyzes data patterns and suggests process optimizations

    YOU DO

    Judge what fits your real constraints

    About this analysis

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

  80. TASK 80SOURCE-BACKED TASK

    Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices.

    AI DOES

    Generates templates and tracks progress automatically

    YOU DO

    Design the right approach for each project

    About this analysis

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

  81. TASK 81SOURCE-BACKED TASK

    Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal.

    AI DOES

    Maps process flows and suggests optimization points

    YOU DO

    Design the strategy and stakeholder buy-in

    About this analysis

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

  82. TASK 82SOURCE-BACKED TASK

    Support the development of training materials and technical manuals.

    AI DOES

    Drafts content and formats training materials

    YOU DO

    Shape clear learning and judge effectiveness

    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.