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JOB REPORT / 11-9199 · 137 TASKS

Managers, All Other.

Can AI do the work of Managers, All Others?

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?

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Starting pointOur estimate

The mark shows what’s typical for this job.

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

  • Disseminate written policies and procedures related to compliance activities
  • Prepare management reports regarding compliance operations and progress
  • Estimate costs associated with operations

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WHAT WE LOOKED AT

Your job, task by task.

135 of 137 tasks reviewed

This job has 137 core tasks. We went through 135 of them, one at a time.

Task by task, from the work Managers, All Others 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

    Disseminate written policies and procedures related to compliance activities.

    AI DOES

    Drafts policy language, formats documents, and suggests distribution lists

    YOU DO

    Verify legal accuracy and ensure policies fit your specific org context

  2. TASK 02

    Prepare management reports regarding compliance operations and progress.

    AI DOES

    Drafts report sections, summarizes data trends, and formats templates

    YOU DO

    Verify facts, apply regulatory judgment, and take accountability for findings

  3. TASK 03

    Estimate costs associated with operations, including repairs or preventive maintenance.

    AI DOES

    Pulls maintenance records, flags cost trends, and drafts budget estimates from historical data

    YOU DO

    Apply site-specific knowledge and judge which estimates fit real-world conditions

  4. TASK 04

    Analyze retail data to identify current or emerging trends in theft or fraud.

    AI DOES

    Scans transaction data, flags unusual patterns, and highlights theft or fraud trends across stores

    YOU DO

    Apply store knowledge and judgment to confirm what the data really means and act on it

  5. TASK 05

    Prepare requests for proposals (RFPs) for wind project construction or equipment acquisition.

    AI DOES

    Drafts boilerplate RFP sections, formats technical requirements, and suggests evaluation criteria

    YOU DO

    Apply site knowledge, negotiate terms, and judge which vendors and specs fit your specific project

  6. TASK 06

    Monitor regulatory affairs trends related to environmental issues.

    AI DOES

    Scans regulatory databases, news feeds, and government sites to flag new rules and summarize trends

    YOU DO

    Decide which trends actually matter for your company's products, risks, and strategy

  7. TASK 07

    Review loss prevention exception reports and cash discrepancies to ensure adherence to guidelines.

    AI DOES

    Scans exception reports, spots patterns, and highlights unusual cash differences automatically

    YOU DO

    Decide which flags are real theft versus honest mistakes and choose the right response

  8. TASK 08

    Maintain documentation of compliance activities, such as complaints received or investigation outcomes.

    AI DOES

    Drafts summaries, organizes records, flags missing fields, and formats reports

    YOU DO

    Verify facts, apply regulatory context, and sign off on official records

  9. TASK 09

    Track and maintain records for wind operations, such as site performance, downtime events, parts usage, or substation events.

    AI DOES

    Auto-logs sensor data, flags anomalies, and summarizes downtime trends across turbines

    YOU DO

    Verify real-world context and approve records before they become official

  10. TASK 10

    Maintain operations records, such as work orders, site inspection forms, or other documentation.

    AI DOES

    Drafts work orders, fills standard form fields, and organizes records from data inputs

    YOU DO

    Verify real-world site conditions and approve safety-critical documentation

  11. TASK 11

    Keep informed regarding pending industry changes, trends, or best practices.

    AI DOES

    Scans regulatory feeds, summarizes new rules, and flags relevant trend reports

    YOU DO

    Judge which changes actually affect your company and act on them

  12. TASK 12

    Monitor compliance systems to ensure their effectiveness.

    AI DOES

    Scans logs, spots patterns, and alerts on anomalies in real time

    YOU DO

    Judge whether flagged issues are real risks and decide how to respond

  13. TASK 13

    Monitor and maintain records of daily facility operations.

    AI DOES

    Collects turbine data, detects anomalies, and drafts daily logs automatically

    YOU DO

    Review flagged issues and decide what actions the site actually needs

  14. TASK 14

    Maintain documentation of all loss prevention activity.

    AI DOES

    Drafts incident reports, organizes logs, and spots patterns across records

    YOU DO

    Verify facts and apply judgment before signing off on official records

  15. TASK 15

    Update schedules, estimates, forecasts, or budgets for wind projects.

    AI DOES

    Drafts updated schedules, flags budget variances, and generates forecast models from project data

    YOU DO

    Apply on-the-ground knowledge of site risks, vendor relationships, and stakeholder priorities

  16. TASK 16

    Establish procedures or systems for publishing document submissions in hardcopy or electronic formats.

    AI DOES

    Drafts standard operating procedure templates, formats document checklists, and summarizes submission format requirements from regulatory guidelines

    YOU DO

    Own the final judgment on compliance gaps, internal workflows, and how your specific organization operates

  17. TASK 17

    Prepare reports or presentations to communicate brownfield redevelopment needs, status, or progress.

    AI DOES

    Drafts report sections, summarizes progress data, and builds presentation outlines

    YOU DO

    Verify site facts, read the room with stakeholders, and apply local regulatory judgment

  18. TASK 18

    Maintain records of decisions, actions, and progress related to environmental redevelopment projects.

    AI DOES

    Drafts meeting notes, organizes project timelines, and formats progress reports from raw inputs

    YOU DO

    Verify site-specific facts and take legal responsibility for official records

  19. TASK 19

    Review communications such as securities sales advertising to ensure there are no violations of standards or regulations.

    AI DOES

    Scans advertising copy for regulatory red flags and suggests edits

    YOU DO

    Own the final compliance judgment and sign off on approvals

  20. TASK 20

    Prepare wind project documentation, including diagrams or layouts.

    AI DOES

    Drafts report text, organizes data tables, and generates layout suggestions from project specs

    YOU DO

    Verify site conditions, apply engineering judgment, and approve final technical drawings

  21. TASK 21

    Monitor emerging trends regarding industry regulations to determine potential impacts on organizational processes.

    AI DOES

    Scans regulatory databases, news feeds, and agency updates to flag new rules and trends

    YOU DO

    Judge which trends truly affect your org and decide how to respond

  22. TASK 22

    Monitor and review paperwork procedures and systems to prevent error-related shortages.

    AI DOES

    Scans records, flags mismatches, and highlights patterns that may signal errors

    YOU DO

    Judge which flags matter and design better procedures based on real-world context

  23. TASK 23

    Review all regulatory agency submission materials to ensure timeliness, accuracy, comprehensiveness, or compliance with regulatory standards.

    AI DOES

    Scans submission packages for gaps, formatting errors, and checklist compliance

    YOU DO

    Apply expert judgment on regulatory strategy and scientific defensibility

  24. TASK 24

    Discuss emerging compliance issues to ensure that management and employees are informed about compliance reporting systems, policies, and practices.

    AI DOES

    Drafts briefing summaries, flags new regulations, and suggests talking points for compliance discussions

    YOU DO

    Lead real conversations, read the room, and make judgment calls about what matters most for your team

  25. TASK 25

    Communicate regulatory information to multiple departments and ensure that information is interpreted correctly.

    AI DOES

    Drafts clear summaries, formats regulatory updates, and flags key changes for different departments

    YOU DO

    Confirm understanding, handle questions, and build trust across teams

  26. TASK 26

    Provide assistance to internal or external auditors in compliance reviews.

    AI DOES

    Gathers relevant documents, drafts audit prep summaries, and flags potential compliance gaps

    YOU DO

    Own the conversation with auditors and make final calls on compliance judgments

  27. TASK 27

    Direct the preparation and submission of regulatory agency applications, reports, or correspondence.

    AI DOES

    Drafts application sections, summarizes regulations, flags missing data, and formats submissions

    YOU DO

    Own the strategy, verify every claim, and sign off on what gets submitted

  28. TASK 28

    Investigate product complaints and prepare documentation and submissions to appropriate regulatory agencies as necessary.

    AI DOES

    Drafts complaint reports, pulls relevant regulations, and formats submission documents

    YOU DO

    Own the judgment calls on what gets reported and sign off on all submissions

  29. TASK 29

    Provide responses to regulatory agencies regarding product information or issues.

    AI DOES

    Drafts response letters, organizes product data, and flags regulatory language patterns

    YOU DO

    Own the legal responsibility and build the regulator relationship

  30. TASK 30

    File appropriate compliance reports with regulatory agencies.

    AI DOES

    Drafts report content, checks formatting rules, and spots data gaps

    YOU DO

    Verify facts, apply judgment on edge cases, and sign off on legal filings

  31. TASK 31

    Identify and apply for project funding.

    AI DOES

    Searches funding databases, drafts grant narratives, and summarizes eligibility requirements

    YOU DO

    Build funder relationships and make strategic decisions about which grants fit your specific site

  32. TASK 32

    Estimate costs for environmental cleanup and remediation of land redevelopment projects.

    AI DOES

    Pulls remediation cost databases, generates draft estimates, and flags cost ranges for common contaminants

    YOU DO

    Walk the site, read the soil conditions, and judge local contractor and regulatory realities

  33. TASK 33

    Provide employee training on compliance related topics, policies, or procedures.

    AI DOES

    Drafts training scripts, slides, quizzes, and policy summaries

    YOU DO

    Read the room and tailor delivery to your specific team culture

  34. TASK 34

    Prepare wind field operational budgets.

    AI DOES

    Pulls historical cost data, flags spending trends, and drafts budget spreadsheet structures

    YOU DO

    Apply site knowledge, weigh operational tradeoffs, and own the final numbers

  35. TASK 35

    Verify that all regulatory policies and procedures have been documented, implemented, and communicated.

    AI DOES

    Scans policy libraries, cross-references regulatory requirements, and flags missing or outdated documents

    YOU DO

    Confirm policies are actually working in practice, not just written down

  36. TASK 36

    Develop risk management strategies based on assessment of product, compliance, or operational risks.

    AI DOES

    Scans regulations, summarizes risk patterns, and drafts strategy templates

    YOU DO

    Weigh competing priorities and take accountability for final risk calls

  37. TASK 37

    Direct the development or implementation of policies and procedures related to compliance throughout an organization.

    AI DOES

    Drafts policy templates, summarizes regulations, and flags gaps in existing procedures

    YOU DO

    Own the decisions about organizational risk and lead people through change

  38. TASK 38

    Direct documentation efforts to ensure compliance with domestic and international regulations and standards.

    AI DOES

    Drafts compliance documents, flags regulatory gaps, and organizes submission packages

    YOU DO

    Own the final compliance judgment and build relationships with regulators

  39. TASK 39

    Review materials such as marketing literature or user manuals to ensure that regulatory agency requirements are met.

    AI DOES

    Scans documents, flags missing required language, and cross-references known regulatory guidelines

    YOU DO

    Apply expert judgment on ambiguous rules and sign off on final compliance decisions

  40. TASK 40

    Advise retail managers on compliance with applicable codes, laws, regulations, or standards.

    AI DOES

    Searches regulations, summarizes compliance rules, and drafts policy checklists

    YOU DO

    Apply judgment to your specific store context and build relationships with managers

  41. TASK 41

    Design or implement improvements in communication, monitoring, or enforcement of compliance standards.

    AI DOES

    Drafts policy communications, scans for compliance gaps, and summarizes monitoring data

    YOU DO

    Apply organizational judgment and lead people through change

  42. TASK 42

    Advise technical professionals on the development or use of environmental compliance or reporting tools.

    AI DOES

    Summarizes regulations, drafts tool guidance, and flags reporting gaps

    YOU DO

    Match tool recommendations to real site conditions and stakeholder needs

  43. TASK 43

    Provide verbal or written project status reports to project teams, management, subcontractors, customers, or owners.

    AI DOES

    Drafts report templates, summarizes project data, and suggests clear language

    YOU DO

    Decide what details matter most and how to frame sensitive updates for each audience

  44. TASK 44

    Review or evaluate environmental remediation project proposals.

    AI DOES

    Summarizes proposals, checks for missing sections, and flags regulatory gaps

    YOU DO

    Apply site-specific judgment and take legal responsibility for the evaluation

  45. TASK 45

    Train staff in regulatory policies or procedures.

    AI DOES

    Drafts training decks, quizzes, and policy summaries

    YOU DO

    Read the room and confirm real understanding

  46. TASK 46

    Develop and maintain standard operating procedures or local working practices.

    AI DOES

    Drafts SOP templates, suggests standard language, and flags gaps in procedures

    YOU DO

    Verify regulatory fit, add site-specific details, and lead approval workflows

  47. TASK 47

    Prepare or assist in the preparation of applications for environmental, building, or other required permits.

    AI DOES

    Drafts permit sections, summarizes regulations, and organizes required documents

    YOU DO

    Apply local site knowledge and manage agency relationships

  48. TASK 48

    Review or modify policies or operating guidelines to comply with changes to environmental standards or regulations.

    AI DOES

    Scans regulatory updates, highlights gaps in existing policies, and drafts suggested edits

    YOU DO

    Apply organizational judgment and own the final compliance decisions

  49. TASK 49

    Review or evaluate proposals or bids to make recommendations regarding awarding of contracts.

    AI DOES

    Scans and compares bid documents, flags missing items, and summarizes key differences in price and terms

    YOU DO

    Weigh trust, risk tolerance, and strategic fit before making the final call

  50. TASK 50

    Recommend improvements in loss prevention programs, staffing, scheduling, or training.

    AI DOES

    Analyzes incident data, flags staffing gaps, and drafts improvement reports

    YOU DO

    Weigh people dynamics, local context, and real operational tradeoffs before deciding

  51. TASK 51

    Prepare and submit permit applications for demolition, cleanup, remediation, or construction projects.

    AI DOES

    Drafts permit forms, summarizes regulatory requirements, and checks for missing fields

    YOU DO

    Verify site conditions, apply local knowledge, and take legal responsibility for submissions

  52. TASK 52

    Monitor regulatory affairs activities to ensure their alignment with corporate sustainability or green initiatives.

    AI DOES

    Scans regulatory databases, flags sustainability-related rules, and drafts alignment gap reports

    YOU DO

    Weigh strategic trade-offs and build cross-team buy-in for green compliance decisions

  53. TASK 53

    Conduct feasibility or cost-benefit studies for environmental remediation projects.

    AI DOES

    Pulls cost benchmarks, summarizes regulations, drafts report templates, and runs scenario calculations

    YOU DO

    Visit the site, weigh community needs, and make final calls on risk and feasibility

  54. TASK 54

    Verify that software technology is in place to adequately provide oversight and monitoring in all required areas.

    AI DOES

    Scans tool inventories, checks coverage gaps, and drafts monitoring checklists

    YOU DO

    Judge whether each control truly satisfies the regulatory requirement in your specific context

  55. TASK 55

    Evaluate regulatory affairs aspects that are specifically green, such as the use of toxic substances in packaging, carbon footprinting issues, or green policy implementation.

    AI DOES

    Summarizes green regulations, flags toxic substance rules, and drafts compliance checklists

    YOU DO

    Apply regulatory judgment to your specific product, company risk, and stakeholder expectations

  56. TASK 56

    Advise retail establishments on development of loss-investigation procedures.

    AI DOES

    Generates draft investigation procedure templates, summarizes industry standards, and flags common gaps

    YOU DO

    Apply your on-site knowledge and legal judgment to fit advice to each unique store

  57. TASK 57

    Maintain databases such as bad check logs, reports on multiple offenders, and alarm activation lists.

    AI DOES

    Auto-sorts entries, flags duplicates, and generates summary reports from database records

    YOU DO

    Verify suspicious patterns and decide which cases need real action

  58. TASK 58

    Evaluate new software publishing systems and confer with regulatory agencies concerning news or updates on electronic publishing of submissions.

    AI DOES

    Summarizes regulatory updates, compares software features, and drafts questions for agency meetings

    YOU DO

    Lead the agency conversations and make the final call on which system fits your needs

  59. TASK 59

    Formulate or implement regulatory affairs policies and procedures to ensure that regulatory compliance is maintained or enhanced.

    AI DOES

    Drafts policy language, summarizes new regulations, flags gaps, and organizes procedure documents

    YOU DO

    Judge which risks matter most and sign off on compliance decisions

  60. TASK 60

    Develop scope of work for wind project functions, such as design, site assessment, environmental studies, surveying, or field support services.

    AI DOES

    Drafts scope sections, suggests standard deliverables, and organizes document structure

    YOU DO

    Apply site-specific knowledge and negotiate real project requirements with stakeholders

  61. TASK 61

    Develop regulatory strategies and implementation plans for the preparation and submission of new products.

    AI DOES

    Searches current regulations, drafts submission outlines, flags requirement gaps, and summarizes guidance documents

    YOU DO

    Apply deep regulatory experience to make risk calls and build the final strategy

  62. TASK 62

    Report violations of compliance or regulatory standards to duly authorized enforcement agencies as appropriate or required.

    AI DOES

    Drafts violation reports, summarizes findings, and flags relevant regulations

    YOU DO

    Judge whether facts meet the legal threshold for mandatory reporting and take responsibility for the official submission

  63. TASK 63

    Coordinate or conduct internal investigations of problems such as employee theft and violations of corporate loss prevention policies.

    AI DOES

    Scans transaction records, flags anomalies, and helps organize case notes and reports

    YOU DO

    Conduct interviews, weigh context, and decide when evidence is strong enough to act

  64. TASK 64

    Identify environmental contamination sources.

    AI DOES

    Searches historical land-use records, satellite images, and regulatory databases to flag likely contamination hotspots

    YOU DO

    Walk the site, collect samples, and use field instruments to confirm what the data suggests

  65. TASK 65

    Administer systems and programs to reduce loss, maintain inventory control, or increase safety.

    AI DOES

    Analyzes inventory data, spots unusual patterns, and helps draft loss prevention policies

    YOU DO

    Make judgment calls on real incidents and lead your team on the floor

  66. TASK 66

    Train or coordinate the training of employees in operations, safety, environmental issues, or technical issues.

    AI DOES

    Drafts training plans, quizzes, and safety checklists; tracks employee progress

    YOU DO

    Lead hands-on drills, read your crew's readiness, and adapt training to real site conditions

  67. TASK 67

    Conduct or direct the internal investigation of compliance issues.

    AI DOES

    Scans documents, spots anomalies, and summarizes findings quickly

    YOU DO

    Lead interviews, weigh context, and make final calls on complex situations

  68. TASK 68

    Manage wind project costs to stay within budget limits.

    AI DOES

    Tracks spending, spots budget gaps, and builds cost forecasts from project data

    YOU DO

    Negotiate contracts and decide where to cut or protect spending

  69. TASK 69

    Lead or support negotiations involving tax agreements or abatements, power purchase agreements, land use, or interconnection agreements.

    AI DOES

    Drafts agreement language, compares contract terms, summarizes negotiation history, and flags legal or financial risks

    YOU DO

    Sit across the table, build relationships, and make the final call on deal terms

  70. TASK 70

    Provide technical support to wind field customers, employees, or subcontractors.

    AI DOES

    Searches manuals, drafts technical replies, and suggests common fixes fast

    YOU DO

    Judge site-specific safety risks and make the final call on field actions

  71. TASK 71

    Conduct periodic internal reviews or audits to ensure that compliance procedures are followed.

    AI DOES

    Scans records, spots patterns, and drafts audit checklists and summary reports

    YOU DO

    Apply judgment to edge cases and verify findings through real conversations

  72. TASK 72

    Conduct quantitative risk assessments for human health, environmental, or other risks.

    AI DOES

    Runs exposure calculations, formats risk tables, and flags values above safety thresholds

    YOU DO

    Verify site conditions, apply professional judgment, and take legal responsibility for conclusions

  73. TASK 73

    Participate in the development or implementation of clinical trial protocols.

    AI DOES

    Drafts protocol sections, checks regulatory guidelines, and flags inconsistencies

    YOU DO

    Own the regulatory strategy and build consensus across clinical, legal, and sponsor teams

  74. TASK 74

    Design or implement plans for surface or ground water remediation.

    AI DOES

    Analyzes water quality data, models contaminant flow, and drafts remediation plan documents

    YOU DO

    Visit the site, assess real conditions, and make final safety and engineering calls

  75. TASK 75

    Order parts, tools, or equipment needed to maintain, restore, or improve wind field operations.

    AI DOES

    Drafts purchase orders, searches supplier catalogs, compares prices, and tracks order history

    YOU DO

    Confirm part compatibility, assess real site conditions, and approve final spending decisions

  76. TASK 76

    Assess security needs across locations to ensure proper deployment of loss prevention resources, such as staff and technology.

    AI DOES

    Analyzes loss data, spot patterns across locations, and suggests where risks are highest

    YOU DO

    Apply local knowledge and judgment to decide how to deploy real people and equipment

  77. TASK 77

    Implement or monitor complaint processing systems to ensure effective and timely resolution of all complaint investigations.

    AI DOES

    Sorts and routes incoming complaints, flags duplicates, tracks deadlines, and drafts status summaries

    YOU DO

    Judge complaint severity, decide regulatory risk, and sign off on final investigation outcomes

  78. TASK 78

    Evaluate testing procedures to meet the specifications of environmental monitoring programs.

    AI DOES

    Reviews procedure documents against regulatory standards and highlights gaps or missing steps

    YOU DO

    Apply site-specific judgment and sign off on compliance decisions

  79. TASK 79

    Perform cash audits and deposit investigations to fully account for store cash.

    AI DOES

    Scans transaction records, flags discrepancies, and summarizes audit trails

    YOU DO

    Physically count cash, interview staff, and decide what discrepancies mean

  80. TASK 80

    Oversee internal reporting systems, such as corporate compliance hotlines.

    AI DOES

    Sorts incoming reports, flags duplicates, and surfaces trends in hotline data

    YOU DO

    Judge each case's real risk and protect the people who speak up

  81. TASK 81

    Develop processes or procedures for wind operations, including transitioning from construction to commercial operations.

    AI DOES

    Drafts procedure outlines, pulls relevant safety standards, and formats checklists

    YOU DO

    Apply site-specific knowledge and lead the transition decisions on the ground

  82. TASK 82

    Review civil design, engineering, or construction technical documentation to ensure compliance with applicable government or industrial codes, standards, requirements, or regulations.

    AI DOES

    Searches documents for code references, flags missing sections, and summarizes compliance gaps

    YOU DO

    Apply field knowledge and professional judgment to confirm real compliance decisions

  83. TASK 83

    Design or conduct environmental restoration studies.

    AI DOES

    Analyzes site data, drafts study frameworks, summarizes regulations, and flags contamination patterns

    YOU DO

    Walk the site, collect samples, and make safety calls that protect people and the environment

  84. TASK 84

    Provide training on hazardous material or waste cleanup procedures and technologies.

    AI DOES

    Drafts training materials, quizzes, procedure guides, and regulatory summaries

    YOU DO

    Lead live sessions, adapt to site-specific hazards, and judge worker readiness

  85. TASK 85

    Review or evaluate designs for contaminant treatment or disposal facilities.

    AI DOES

    Checks designs against regulations, summarizes technical specs, and flags potential compliance gaps

    YOU DO

    Apply site-specific knowledge and take professional responsibility for safety decisions

  86. TASK 86

    Develop or implement plans for the sustainable regeneration of brownfield sites to ensure regeneration of a wider area by providing environmental protection or economic and social benefits.

    AI DOES

    Drafts regeneration plans, summarizes environmental regulations, analyzes land use data, and generates economic impact reports

    YOU DO

    Walk the site, build community trust, and make judgment calls on competing environmental and social trade-offs

  87. TASK 87

    Provide technical support for the design, construction, or commissioning of wind farm projects.

    AI DOES

    Pulls up technical specs, drafts support documents, analyzes sensor data, and flags issues in reports

    YOU DO

    Be present on-site, read real conditions, and make safety-critical calls with your engineering team

  88. TASK 88

    Train loss prevention staff, retail managers, or store employees on loss control and prevention measures.

    AI DOES

    Drafts training content, scenarios, quizzes, and policy guides

    YOU DO

    Lead live sessions and coach people in the moment

  89. TASK 89

    Establish goals, objectives, or priorities for wind field operations.

    AI DOES

    Summarizes performance data, flags underperforming turbines, and drafts goal frameworks based on industry benchmarks

    YOU DO

    Weigh safety, crew capacity, budget realities, and local conditions to commit to the right priorities

  90. TASK 90

    Establish regulatory priorities or budgets and allocate resources and workloads.

    AI DOES

    Summarizes regulatory timelines, compares resource options, and drafts budget models

    YOU DO

    Weigh competing business risks and make final calls on priorities and spending

  91. TASK 91

    Review, negotiate, or approve wind farm contracts.

    AI DOES

    Summarizes contracts, spots risky clauses, and drafts redlines

    YOU DO

    Lead negotiations, weigh business relationships, and sign off on final terms

  92. TASK 92

    Contribute to the development or implementation of business unit strategic and operating plans.

    AI DOES

    Drafts plan sections, summarizes regulatory trends, and builds data summaries

    YOU DO

    Apply deep business context and lead stakeholder alignment

  93. TASK 93

    Negotiate contracts for services or materials needed for environmental remediation.

    AI DOES

    Drafts contract terms, summarizes vendor options, and flags risky clauses

    YOU DO

    Read the room, build trust, and make judgment calls on tradeoffs

  94. TASK 94

    Develop relationships with state or federal environmental regulatory agencies to learn about and analyze the potential impacts of proposed environmental policy regulations.

    AI DOES

    Monitors proposed regulations, summarizes policy changes, and drafts impact analysis reports

    YOU DO

    Show up, build trust with regulators, and read the room in real conversations

  95. TASK 95

    Plan or implement brownfield redevelopment projects to ensure safety, quality, and compliance with applicable standards or requirements.

    AI DOES

    Drafts compliance checklists, summarizes regulations, and organizes project timelines

    YOU DO

    Walk the site, assess real conditions, and make safety calls that protect people

  96. TASK 96

    Coordinate or direct development, energy assessment, engineering, or construction activities to ensure that wind project needs and objectives are met.

    AI DOES

    Drafts project timelines, summarizes reports, flags schedule conflicts, and pulls energy assessment data together

    YOU DO

    Build trust across teams, make calls on the ground, and adapt when real conditions change

  97. TASK 97

    Monitor compliance to operational, safety, or inventory control procedures, including physical security standards.

    AI DOES

    Scans camera footage, reviews inventory logs, and flags rule violations automatically

    YOU DO

    Walk the floor, verify findings in person, and decide what action to take

  98. TASK 98

    Collaborate with human resources departments to ensure the implementation of consistent disciplinary action strategies in cases of compliance standard violations.

    AI DOES

    Drafts disciplinary policy templates, summarizes past violation cases, and checks for inconsistencies across documented decisions

    YOU DO

    Build trust with HR, weigh fairness in each unique situation, and make final calls on sensitive personnel matters

  99. TASK 99

    Direct loss prevention audit programs including target store audits, maintenance audits, safety audits, or electronic article surveillance (EAS) audits.

    AI DOES

    Generates audit schedules, analyzes past audit results, and drafts checklists or reports

    YOU DO

    Walk the store, spot real-world risks, and make judgment calls on the spot

  100. TASK 100

    Manage warranty repair or replacement services.

    AI DOES

    Tracks warranty timelines, drafts vendor emails, and flags expiring coverage

    YOU DO

    Negotiate with vendors and decide when to push back on repair vs. replacement

  101. TASK 101

    Manage site assessments or environmental studies for wind fields.

    AI DOES

    Summarizes environmental data, flags permit risks, and drafts study reports

    YOU DO

    Visit sites, build relationships with regulators, and make final project calls

  102. TASK 102

    Consult with corporate attorneys as necessary to address difficult legal compliance issues.

    AI DOES

    Summarizes relevant laws, flags legal risks, and drafts questions or briefing notes before attorney consultations

    YOU DO

    Build the attorney relationship and make final calls on legal strategy

  103. TASK 103

    Recruit or select wind operations employees, contractors, or subcontractors.

    AI DOES

    Screens resumes, drafts job postings, and flags candidate qualifications

    YOU DO

    Judge real-world fit, safety mindset, and team culture in person

  104. TASK 104

    Perform or direct inventory investigations in response to shrink results outside of acceptable ranges.

    AI DOES

    Spots shrink patterns in inventory data and highlights high-risk areas or time periods

    YOU DO

    Walk the floor, interview staff, and make judgment calls about what really happened

  105. TASK 105

    Conduct environmental audits to ensure adherence to environmental standards.

    AI DOES

    Reviews regulations, drafts checklists, analyzes past audit data, and flags compliance gaps in documents

    YOU DO

    Walk the site, observe real conditions, interview staff, and make judgment calls on complex findings

  106. TASK 106

    Supervise surveillance, detection, or criminal processing related to theft and criminal cases.

    AI DOES

    Scans camera feeds for suspicious movement and flags unusual patterns

    YOU DO

    Make judgment calls about real people, direct staff responses, and manage sensitive situations safely

  107. TASK 107

    Develop or implement plans for revegetation of brownfield sites.

    AI DOES

    Researches native plant species, drafts revegetation plans, summarizes soil remediation data, and generates planting schedules

    YOU DO

    Walk the site, assess real conditions, coordinate crews, and adapt plans to what you actually see on the ground

  108. TASK 108

    Manage activities such as audits, regulatory agency inspections, or product recalls.

    AI DOES

    Drafts audit checklists, organizes inspection documents, and tracks recall timelines

    YOU DO

    Lead live inspections, make fast judgment calls, and build trust with regulators

  109. TASK 109

    Supervise the work of subcontractors or consultants to ensure quality and conformance to specifications or budgets.

    AI DOES

    Tracks budget variances, flags missed milestones, and summarizes contractor reports

    YOU DO

    Show up on site, read people, and make judgment calls when problems arise

  110. TASK 110

    Coordinate theft and fraud investigations involving career criminals or organized group activities.

    AI DOES

    Flags suspicious transaction patterns, links case records, and summarizes investigation files

    YOU DO

    Conduct interviews, build informant relationships, and make legal judgment calls on the ground

  111. TASK 111

    Direct environmental programs, such as air or water compliance, aboveground or underground storage tanks, spill prevention or control, hazardous waste or materials management, solid waste recycling, medical waste management, indoor air quality, integrated pest management, employee training, or disaster preparedness.

    AI DOES

    Drafts compliance reports, summarizes regulations, generates training content, and flags regulatory updates

    YOU DO

    Make final calls on site-specific risks, lead teams, and own accountability to regulators

  112. TASK 112

    Provide recommendations and solutions in crisis situations such as workplace violence, protests, and demonstrations.

    AI DOES

    Pulls up response playbooks, summarizes past incidents, and drafts communication templates fast

    YOU DO

    Read the room in real time and make split-second calls that protect people on the ground

  113. TASK 113

    Develop relationships and communicate with customers, site managers, developers, land owners, authorities, utility representatives, or residents.

    AI DOES

    Drafts emails, meeting summaries, talking points, and communication plans for different stakeholders

    YOU DO

    Show up, listen, build trust, and handle the politics of real relationships

  114. TASK 114

    Develop and maintain partnerships with federal, state, or local law enforcement agencies or members of the retail loss prevention community.

    AI DOES

    Drafts outreach emails, summarizes agency contacts, and tracks partnership activity

    YOU DO

    Show up, build trust, and maintain real relationships with people over time

  115. TASK 115

    Design or implement measures to improve the water, air, and soil quality of military test sites, abandoned mine land, or other contaminated sites.

    AI DOES

    Researches remediation technologies, summarizes regulations, drafts reports, and helps analyze soil and water test data

    YOU DO

    Visit the site, make safety calls, adapt plans to real conditions, and lead implementation crews

  116. TASK 116

    Coordinate the disposal of hazardous waste.

    AI DOES

    Drafts disposal manifests, looks up regulations, and tracks waste inventory records

    YOU DO

    Verify site conditions, sign legal documents, and manage licensed contractors in person

  117. TASK 117

    Provide expert witness testimony on issues such as soil, air, or water contamination and associated cleanup measures.

    AI DOES

    Drafts technical reports, summarizes contamination data, and finds relevant case precedents

    YOU DO

    Show up in court, answer tough questions under oath, and defend your professional judgment

  118. TASK 118SOURCE-BACKED TASK

    Create wind energy project plans, including project scope, goals, tasks, resources, schedules, costs, contingencies, or other project information.

    AI DOES

    Generates draft plans with timelines and resource estimates

    YOU DO

    Judge feasibility and manage real-world risks

    About this analysis

    55% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  119. TASK 119

    Coordinate on-site activities for environmental cleanup or remediation projects to ensure compliance with environmental laws, standards, regulations, or other requirements.

    AI DOES

    Drafts compliance checklists, summarizes regulations, and tracks project milestones in software

    YOU DO

    Stay on-site to observe conditions, direct workers, and make real-time safety calls

  120. TASK 120

    Oversee the maintenance of wind field equipment or structures, such as towers, transformers, electrical collector systems, roadways, or other site assets.

    AI DOES

    Flags equipment issues, schedules maintenance tasks, and tracks work orders using sensor data

    YOU DO

    Walk the site, make safety calls, and direct crews in real conditions

  121. TASK 121

    Hire or supervise loss prevention staff.

    AI DOES

    Screens resumes, drafts job postings, and summarizes performance records

    YOU DO

    Build trust with your team and make final calls on people

  122. TASK 122

    Collaborate with law enforcement to investigate and solve external theft or fraud cases.

    AI DOES

    Sorts incident data, flags patterns, and drafts case summaries

    YOU DO

    Build relationships with officers and make judgment calls on sharing sensitive info

  123. TASK 123

    Coordinate internal discoveries and depositions with legal department staff.

    AI DOES

    Drafts schedules, summarizes documents, and flags key deadlines

    YOU DO

    Build trust with legal staff and make calls when conflicts arise

  124. TASK 124

    Design or implement plans for structural demolition and debris removal.

    AI DOES

    Drafts demolition plans, generates safety checklists, and estimates debris volumes from site data

    YOU DO

    Stay on-site to direct crews, adapt to unexpected hazards, and make real-time safety calls

  125. TASK 125

    Serve as a confidential point of contact for employees to communicate with management, seek clarification on issues or dilemmas, or report irregularities.

    AI DOES

    Drafts intake forms, summarizes reported issues, and flags patterns across cases

    YOU DO

    Be the trusted human someone feels safe enough to confide in

  126. TASK 126

    Supervise employees or subcontractors to ensure quality of work or adherence to safety regulations or policies.

    AI DOES

    Flags safety checklist gaps, logs compliance records, and surfaces policy reminders

    YOU DO

    Stay on-site to watch the actual work and make judgment calls in the moment

  127. TASK 127

    Verify correct use and maintenance of physical security systems, such as closed-circuit television, merchandise tags, and burglar alarms.

    AI DOES

    Reviews camera footage logs, flags maintenance alerts, and tracks tag deactivation records

    YOU DO

    Walk the floor and physically test every device yourself

  128. TASK 128

    Direct installation of covert surveillance equipment, such as security cameras.

    AI DOES

    Suggests optimal camera placement and coverage maps based on floor plans

    YOU DO

    Physically install equipment and make real-time judgment calls on-site

  129. TASK 129SOURCE-BACKED TASK

    Represent organizations before domestic or international regulatory agencies on major policy matters or decisions regarding company products.

    AI DOES

    Drafts policy briefs and analyzes regulatory precedents

    YOU DO

    Build relationships and negotiate strategically

    About this analysis

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

  130. TASK 130SOURCE-BACKED TASK

    Identify potential for loss and develop strategies to eliminate it.

    AI DOES

    Analyzes patterns and flags risk areas

    YOU DO

    Weigh context and craft the strategy

    About this analysis

    28% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  131. TASK 131

    Investigate or interview individuals suspected of shoplifting or internal theft.

    AI DOES

    Helps organize case notes, flag suspicious transaction patterns, and prep interview questions

    YOU DO

    Conduct the actual interview and make judgment calls about credibility and evidence in person

  132. TASK 132SOURCE-BACKED TASK

    Identify compliance issues that require follow-up or investigation.

    AI DOES

    Flags potential issues and patterns in data

    YOU DO

    Decide which risks need action now

    About this analysis

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

  133. TASK 133SOURCE-BACKED TASK

    Provide regulatory guidance to departments or development project teams regarding design, development, evaluation, or marketing of products.

    AI DOES

    Researches regulations and drafts guidance templates

    YOU DO

    Apply rules to real situations with judgment

    About this analysis

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

  134. TASK 134SOURCE-BACKED TASK

    Maintain current knowledge of relevant regulations, including proposed and final rules.

    AI DOES

    Scans new rules and highlights key changes

    YOU DO

    Judge which rules matter for your work

    About this analysis

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

  135. TASK 135SOURCE-BACKED TASK

    Advise internal management or business partners on the implementation or operation of compliance programs.

    AI DOES

    Drafts compliance frameworks and policy templates

    YOU DO

    Judge risks and build stakeholder buy-in

    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.