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JOB REPORT / 13-1199 · 92 TASKS

Business Operations Specialists, All Other.

Can AI do the work of Business Operations Specialists, 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?

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:

  • Measure and analyze Web site usage data to maximize…
  • Write grant applications, rebate applications, or project proposals…
  • Deliver e-mail confirmation of completed transactions and shipment

Your free lesson plan builds the skills that keep you ahead of AI.

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A guided certificate program in AI-assisted Business Operations Specialists, All Other work. It covers the 87 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

87 of 92 tasks reviewed

This job has 92 core tasks. We went through 87 of them, one at a time.

Task by task, from the work Business Operations Specialists, 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

    Measure and analyze Web site usage data to maximize search engine returns or refine customer interfaces.

    AI DOES

    Analyzes traffic data, flags drop-off points, and suggests SEO keyword improvements

    YOU DO

    Decide which changes match your brand voice and customer priorities

  2. TASK 02

    Write grant applications, rebate applications, or project proposals to secure funding for sustainability projects.

    AI DOES

    Drafts application sections, suggests language, fills in boilerplate, and checks formatting

    YOU DO

    Bring deep project knowledge, funder relationships, and strategic judgment about what makes a proposal compelling

  3. TASK 03

    Deliver e-mail confirmation of completed transactions and shipment.

    AI DOES

    Writes, personalizes, and sends order and shipping confirmation emails automatically

    YOU DO

    Set up rules and review edge cases like failed sends or unusual orders

  4. TASK 04

    Calculate purchase subtotals, taxes, and shipping costs for submission to customers.

    AI DOES

    Calculates subtotals, applies tax rates by location, and computes shipping costs instantly

    YOU DO

    Set up rules, handle exceptions, and review edge cases like unusual addresses or custom orders

  5. TASK 05

    Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.

    AI DOES

    Collects, organizes, and visualizes sustainability data from multiple sources

    YOU DO

    Interpret findings and decide what actions the organization should take

  6. TASK 06

    Calculate revenue, sales, and expenses, using financial accounting or spreadsheet software.

    AI DOES

    Runs calculations, builds spreadsheet formulas, and flags unusual numbers

    YOU DO

    Verify the data sources and decide what the numbers mean for your business

  7. TASK 07

    Write reports to summarize testing activities, including descriptions of goals, planning, scheduling, execution, results, analysis, conclusions, and recommendations.

    AI DOES

    Drafts report sections, organizes data into clear summaries, and suggests standard report language

    YOU DO

    Apply your firsthand knowledge of test outcomes, organizational context, and risk priorities

  8. TASK 08

    Collect information about waste stream management or green building practices to inform decision makers.

    AI DOES

    Searches databases, summarizes reports, and drafts briefings on waste and green building topics

    YOU DO

    Judge which findings matter most for your specific site, budget, and decision makers

  9. TASK 09

    Transfer digital media, such as music, video, or software, to customers via the Internet.

    AI DOES

    Automates file delivery, access links, download triggers, and order confirmations

    YOU DO

    Set up product listings and troubleshoot unusual customer delivery issues

  10. TASK 10

    Initiate online auctions through auction hosting sites or auction management software.

    AI DOES

    Drafts auction titles, descriptions, and suggested starting prices from product info

    YOU DO

    Decide what items to list, set pricing strategy, and review final listings before publishing

  11. TASK 11

    Disclose merchant information and terms and policies of transactions in online or offline materials.

    AI DOES

    Drafts terms, policies, and disclosure language based on your business details

    YOU DO

    Review legal accuracy and approve all final disclosures

  12. TASK 12

    Receive and process payments from customers, using electronic transaction services.

    AI DOES

    Processes transactions, flags suspicious payments, and reconciles records automatically

    YOU DO

    Review disputed charges and handle unusual cases that need judgment

  13. TASK 13

    Develop emergency management plans for recovery decision making and communications, continuity of critical departmental processes, or temporary shut-down of non-critical departments to ensure continuity of operation and governance.

    AI DOES

    Drafts plan templates, suggests recovery steps, summarizes risk scenarios, and organizes communication frameworks

    YOU DO

    Learn your org's real priorities, build trust with leaders, and make final calls on what shuts down and what must survive

  14. TASK 14

    Correspond with online customers via electronic mail, telephone, or other electronic messaging to address questions or complaints about products, policies, or shipping methods.

    AI DOES

    Drafts email replies, suggests responses, and auto-answers common questions about orders and shipping

    YOU DO

    Read the customer's tone and decide how to handle angry or unusual situations

  15. TASK 15

    Analyze impact on, and risk to, essential business functions or information systems to identify acceptable recovery time periods and resource requirements.

    AI DOES

    Drafts business impact analysis templates, summarizes risk data, and suggests recovery time benchmarks from industry standards

    YOU DO

    Decide what recovery timelines leadership will actually accept and own those tradeoffs

  16. TASK 16

    Cancel orders based on customer requests or inventory or delivery problems.

    AI DOES

    Reads cancellation requests, checks order status, and processes standard cancellations automatically

    YOU DO

    Handle tricky edge cases, upset customers, and judgment calls about exceptions

  17. TASK 17

    Order or purchase merchandise to maintain optimal inventory levels.

    AI DOES

    Monitors inventory data, predicts demand, and generates reorder suggestions

    YOU DO

    Weigh supplier terms, budget limits, and gut-feel market timing before placing orders

  18. TASK 18

    Provide technical or administrative support for sustainability programs or issues.

    AI DOES

    Drafts reports, summarizes rules, and organizes program data

    YOU DO

    Bring local context and build trust with stakeholders

  19. TASK 19

    Recommend or implement methods to monitor, evaluate, or enable resolution of safety, operations, or compliance interruptions.

    AI DOES

    Scans incident data, drafts monitoring checklists, and suggests resolution frameworks from best practices

    YOU DO

    Weigh organizational context, relationships, and risk tolerance before recommending action

  20. TASK 20

    Create or maintain database of customer accounts.

    AI DOES

    Builds database schemas, cleans duplicate records, and automates data entry from forms or orders

    YOU DO

    Set the business rules for how accounts are organized and resolve tricky customer issues

  21. TASK 21

    Create scenarios to reestablish operations from various types of business disruptions.

    AI DOES

    Drafts scenario outlines, suggests recovery steps, and pulls in industry best practices fast

    YOU DO

    Judge which risks matter most for your specific organization and validate that plans will actually work in real life

  22. TASK 22

    Research or review regulatory, technical, or market issues related to sustainability.

    AI DOES

    Summarizes regulations, scans reports, and organizes market data fast

    YOU DO

    Decide which findings matter most and how to act on them

  23. TASK 23

    Outline system security criteria for pre-bid meetings with clients and companies to ensure comprehensiveness and appropriateness for implementation.

    AI DOES

    Drafts structured security criteria checklists and pulls relevant compliance standards automatically

    YOU DO

    Judge which criteria match the client's real risk profile and negotiate feasibility in the room

  24. TASK 24

    Monitor tapes or digital recordings to identify the source of losses.

    AI DOES

    Scans video footage, flags unusual movement or behavior, and tracks timestamps faster than any human

    YOU DO

    Apply context, business knowledge, and judgment to confirm what actually caused the loss

  25. TASK 25

    Create or distribute offline promotional material, such as brochures, pamphlets, business cards, stationary, or signage.

    AI DOES

    Writes promotional copy, suggests layouts, and generates design concepts for brochures, cards, and signage

    YOU DO

    Approve final designs, place print orders, and distribute materials in the real world

  26. TASK 26

    Develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals.

    AI DOES

    Drafts goal frameworks, summarizes best practices, and generates initiative options to spark team discussion

    YOU DO

    Lead the collaboration and adapt strategies to your organization's real context and culture

  27. TASK 27

    Identify opportunities for strategic improvement or mitigation of business interruption and other risks caused by business, regulatory, or industry-specific change initiatives.

    AI DOES

    Scans regulations, reports, and industry news to flag potential risk areas and suggest mitigation patterns

    YOU DO

    Judge which risks actually matter for your specific org and build the relationships needed to act on them

  28. TASK 28

    Assess or propose sustainability initiatives, considering factors such as cost effectiveness, technical feasibility, and acceptance.

    AI DOES

    Drafts initiative options, summarizes cost-benefit data, and flags similar programs from other organizations

    YOU DO

    Read the room — weigh local politics, stakeholder trust, and real-world feasibility before recommending

  29. TASK 29

    Design security policies, programs, or practices to ensure adequate security relating to alarm response, access card use, and other security needs.

    AI DOES

    Drafts policy templates, pulls industry standards, and flags common gaps in access and alarm procedures

    YOU DO

    Walk the site, weigh real threats, and own the final call on safety rules

  30. TASK 30

    Develop disaster recovery plans for physical locations with critical assets, such as data centers.

    AI DOES

    Drafts plan templates, summarizes industry standards, and flags common recovery gaps

    YOU DO

    Walk the site, interview teams, and weigh real trade-offs between cost, speed, and risk

  31. TASK 31

    Create, manage, or automate orders or invoices, using order management or invoicing software.

    AI DOES

    Drafts invoices, suggests order workflows, and flags errors or delays

    YOU DO

    Set business rules, approve exceptions, and handle customer disputes

  32. TASK 32

    Establish, maintain, or test call trees to ensure appropriate communication during disaster.

    AI DOES

    Drafts call tree templates, flags missing contacts, and suggests communication sequences based on org structure

    YOU DO

    Verify real phone numbers, run live drills, and decide who gets called first when things go wrong

  33. TASK 33

    Determine and set product prices.

    AI DOES

    Scans competitor prices, flags trends, and suggests price ranges based on data

    YOU DO

    Weigh brand value, customer loyalty, and business goals before setting the final price

  34. TASK 34

    Maintain and update organization information technology applications and network systems blueprints.

    AI DOES

    Drafts blueprint templates, flags outdated sections, and suggests standard IT architecture language

    YOU DO

    Verify real system changes and sign off on accuracy

  35. TASK 35

    Review existing disaster recovery, crisis management, or business continuity plans.

    AI DOES

    Scans plan documents, spots missing sections, and compares them to industry standards like ISO 22301

    YOU DO

    Apply deep knowledge of your specific organization, culture, and real-world risk tolerance

  36. TASK 36

    Upload digital media, such as photos, video, or scanned images to online storefront, auction sites, or other shopping Web sites.

    AI DOES

    Batch-processes, resizes, and auto-tags product images for upload

    YOU DO

    Choose the photos that make your product look its best and most accurate

  37. TASK 37

    Select and purchase technical web services, such as web hosting services, online merchant accounts, shopping cart software, payment gateway software, or spyware.

    AI DOES

    Compares plans, summarizes features, flags hidden fees, and drafts shortlists of services

    YOU DO

    Weigh your budget, business needs, and risk before clicking buy

  38. TASK 38

    Create business continuity and disaster recovery budgets.

    AI DOES

    Generates budget templates, suggests cost categories, and benchmarks spending against industry data

    YOU DO

    Apply your knowledge of the organization's real risks, politics, and resource constraints

  39. TASK 39

    Devise, select, or purchase domain name and web address.

    AI DOES

    Brainstorms domain name options, checks availability, and flags SEO-friendly choices

    YOU DO

    Trust your brand instincts and make the final pick

  40. TASK 40

    Identify or create new sustainability indicators.

    AI DOES

    Searches databases, summarizes existing frameworks like GRI or SDGs, and drafts candidate indicator lists

    YOU DO

    Judge which indicators fit your community, organization, and data reality

  41. TASK 41

    Budget and schedule security design work.

    AI DOES

    Drafts budget frameworks, suggests timelines, and flags scheduling conflicts using project data

    YOU DO

    Apply on-the-ground judgment about real costs, risks, and team capacity

  42. TASK 42

    Participate in online forums or conferences to stay abreast of online retailing trends, techniques, or security threats.

    AI DOES

    Summarizes forum posts, highlights key trends, and drafts questions or replies

    YOU DO

    Judge which ideas fit your store and build real relationships with other merchants

  43. TASK 43

    Conduct or oversee collection of corporate intelligence to avoid fraud, financial crime, cyber attack, terrorism, and infrastructure failure.

    AI DOES

    Scans news, dark web feeds, and data streams to spot early warning signs of fraud, cyberattacks, or infrastructure risks

    YOU DO

    Weigh the real-world context, verify credibility of intelligence, and decide how to act on ambiguous or sensitive findings

  44. TASK 44

    Test documented disaster recovery strategies and plans.

    AI DOES

    Generates test scenarios, checklists, and gap analysis reports from plan documents

    YOU DO

    Lead live drills, watch how teams actually respond, and make judgment calls on what really works

  45. TASK 45

    Purchase new or used items from online or physical sources for resale via retail or auction Web site.

    AI DOES

    Scans prices, flags deals, and compares sourcing options across sites

    YOU DO

    Trust your gut on what will actually sell and at what price

  46. TASK 46

    Assess the nature and level of physical security threats so that the scope of the problem can be determined.

    AI DOES

    Searches threat databases, summarizes incident patterns, and drafts risk assessment frameworks

    YOU DO

    Walk the site, read the environment, and apply professional judgment about what the numbers really mean

  47. TASK 47

    Conduct or oversee contingency plan integration and operation.

    AI DOES

    Drafts contingency plan templates, checks for coverage gaps, and summarizes integration steps

    YOU DO

    Make live decisions and coordinate people when something actually goes wrong

  48. TASK 48

    Develop conceptual designs of security systems.

    AI DOES

    Generates draft system layouts, suggests equipment options, and pulls relevant security standards

    YOU DO

    Apply site knowledge, client context, and professional judgment to finalize a design that actually works

  49. TASK 49

    Identify or investigate violations of natural resources, waste management, recycling, or other environmental policies.

    AI DOES

    Searches databases, flags permit gaps, summarizes regulations, and drafts violation checklists

    YOU DO

    Go on-site, talk to witnesses, and make the final call on whether a real violation occurred

  50. TASK 50

    Review design drawings or technical documents for completeness, correctness, or appropriateness.

    AI DOES

    Scans documents for gaps, flags inconsistencies, and summarizes key sections quickly

    YOU DO

    Apply real-world security judgment to decide if a design is truly safe and appropriate

  51. TASK 51

    Investigate sources, such as auctions, estate sales, liquidators, wholesalers, or trade shows for new items, used items, or collectibles.

    AI DOES

    Searches online marketplaces, wholesaler directories, and price history databases to surface sourcing leads

    YOU DO

    Show up in person, inspect items, and trust your gut on what will actually sell

  52. TASK 52

    Integrate online retailing strategy with physical or catalogue retailing operations.

    AI DOES

    Compares sales data across channels, flags gaps, and drafts integrated strategy plans

    YOU DO

    Weigh trade-offs between channels and make calls that fit your specific business

  53. TASK 53

    Identify or procure needed resources to implement sustainability programs or projects.

    AI DOES

    Searches databases for grants, vendors, and sustainability tools; drafts resource lists and budget summaries

    YOU DO

    Build supplier relationships and make final procurement calls based on local context

  54. TASK 54

    Design, implement, or establish requirements for security systems, video surveillance, motion detection, or closed-circuit television systems to ensure proper installation and operation.

    AI DOES

    Drafts system requirements, generates layout diagrams, and pulls together compliance standards and vendor specs

    YOU DO

    Walk the physical space, judge real-world blind spots, and make final safety calls

  55. TASK 55SOURCE-BACKED TASK

    Compose descriptions of merchandise for posting to online storefront, auction sites, or other shopping Web sites.

    AI DOES

    Writes product descriptions from basic specs and photos

    YOU DO

    Know what buyers actually want to hear

    About this analysis

    72% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  56. TASK 56SOURCE-BACKED TASK

    Determine location for product listings to maximize exposure to online traffic.

    AI DOES

    Analyzes traffic patterns and suggests optimal placement

    YOU DO

    Decide which recommendations fit your goals

    About this analysis

    71% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  57. TASK 57

    Conduct security audits to identify potential vulnerabilities related to physical security or staff safety.

    AI DOES

    Generates audit checklists, reviews security logs and data patterns, and drafts findings reports

    YOU DO

    Walk the physical space, observe real conditions, and judge risks only visible in person

  58. TASK 58

    Test security measures for final acceptance and implement or provide procedures for ongoing monitoring and evaluation of the measures.

    AI DOES

    Drafts monitoring checklists, analyzes security logs, and suggests evaluation procedures

    YOU DO

    Run the actual tests, judge real-world results, and sign off on acceptance

  59. TASK 59

    Attend professional meetings, read literature, and participate in training or other educational offerings to keep abreast of new developments and technologies related to disaster recovery and business continuity.

    AI DOES

    Summarizes new literature, highlights emerging trends, and suggests relevant training resources

    YOU DO

    Show up, ask questions, and build the professional network that keeps your knowledge real and current

  60. TASK 60SOURCE-BACKED TASK

    Prepare documentation for case reports or court proceedings.

    AI DOES

    Drafts case summaries and formats court documents

    YOU DO

    Verify facts and strategic positioning

    About this analysis

    67% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  61. TASK 61

    Train personnel in security procedures or use of security equipment.

    AI DOES

    Drafts training slides, scripts, scenarios, and quiz questions

    YOU DO

    Lead live drills and coach real people in real situations

  62. TASK 62SOURCE-BACKED TASK

    Compose images of products, using video or still cameras, lighting equipment, props, or photo or video editing software.

    AI DOES

    Generates product shots and adjusts lighting automatically

    YOU DO

    Direct the style and story

    About this analysis

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

  63. TASK 63SOURCE-BACKED TASK

    Identify individual or transaction targets to direct intelligence collection.

    AI DOES

    Flags patterns and potential targets from data

    YOU DO

    Decide who matters and why

    About this analysis

    51% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  64. TASK 64

    Monitor the work of contractors in the design, construction, and startup phases of security systems.

    AI DOES

    Reviews contractor documents, flags compliance gaps, and drafts inspection checklists

    YOU DO

    Show up on-site, watch the work firsthand, and make real-time safety calls

  65. TASK 65

    Interview witnesses or suspects to identify persons responsible for security breaches or to establish losses, pursue prosecutions, or obtain restitution.

    AI DOES

    Drafts interview questions, summarizes notes, and flags inconsistencies in statements

    YOU DO

    Read the room, build rapport, and judge whether someone is telling the truth in person

  66. TASK 66SOURCE-BACKED TASK

    Investigate products or markets to determine areas for opportunity or viability for merchandising specific products, using online or offline sources.

    AI DOES

    Scrapes market data and generates opportunity reports

    YOU DO

    Judge which opportunities fit your strategy

    About this analysis

    44% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  67. TASK 67SOURCE-BACKED TASK

    Design or implement products and services to mitigate risk or facilitate use of technology-based tools and methods.

    AI DOES

    Generates risk assessments and implementation frameworks

    YOU DO

    Choose the right trade-offs for users

    About this analysis

    43% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  68. TASK 68SOURCE-BACKED TASK

    Prepare or organize online storefront marketing material, including product descriptions or subject lines, optimizing content to search engine criteria.

    AI DOES

    Generates product copy and suggests SEO keywords

    YOU DO

    Know your brand voice and customers

    About this analysis

    42% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  69. TASK 69SOURCE-BACKED TASK

    Collaborate with search engine shopping specialists to place marketing content in desired online locations.

    AI DOES

    Identifies placement opportunities and suggests content formats

    YOU DO

    Build relationships and negotiate the deals

    About this analysis

    42% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  70. TASK 70SOURCE-BACKED TASK

    Design customer interface of online storefront, using web programming or e-commerce software.

    AI DOES

    Generates layouts, code snippets, and design templates

    YOU DO

    Shape the brand experience customers feel

    About this analysis

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

  71. TASK 71SOURCE-BACKED TASK

    Prepare reports summarizing operational results, financial performance, or accomplishments of specified objectives, goals, or plans.

    AI DOES

    Generates draft reports from data and templates

    YOU DO

    Shape the story and key insights

    About this analysis

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

  72. TASK 72SOURCE-BACKED TASK

    Create or administer training and awareness presentations or materials.

    AI DOES

    Generates slides, scripts, and interactive content quickly

    YOU DO

    Shape the story and read your audience

    About this analysis

    39% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  73. TASK 73SOURCE-BACKED TASK

    Develop or revise business plans for online business, emphasizing factors such as product line, pricing, inventory, or marketing strategy.

    AI DOES

    Generates plan templates and market research summaries

    YOU DO

    Choose the right strategy and priorities

    About this analysis

    38% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  74. TASK 74SOURCE-BACKED TASK

    Create or maintain plans or other documents related to sustainability projects.

    AI DOES

    Drafts sustainability plans and tracks metrics

    YOU DO

    Set priorities and adapt to real conditions

    About this analysis

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

  75. TASK 75SOURCE-BACKED TASK

    Implement security practices to preserve assets, minimize liabilities, or ensure customer privacy, using parallel servers, hardware redundancy, fail-safe technology, information encryption, or firewalls.

    AI DOES

    Monitors threats and suggests security configurations

    YOU DO

    Decide what risks matter most

    About this analysis

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

  76. TASK 76SOURCE-BACKED TASK

    Create marketing or outreach media, such as brochures or Web sites, to communicate sustainability issues, procedures, or objectives.

    AI DOES

    Generates copy, designs layouts, and suggests visuals

    YOU DO

    Shape the message and brand voice

    About this analysis

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

  77. TASK 77SOURCE-BACKED TASK

    Develop reports or presentations to communicate the effectiveness of sustainability initiatives.

    AI DOES

    Generates charts, metrics, and draft slide content

    YOU DO

    Shape the story and persuade stakeholders

    About this analysis

    34% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  78. TASK 78SOURCE-BACKED TASK

    Recommend improvements in security systems or procedures.

    AI DOES

    Scans systems and suggests standard security fixes

    YOU DO

    Judge real risks and business trade-offs

    About this analysis

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

  79. TASK 79SOURCE-BACKED TASK

    Engineer, install, maintain, or repair security systems, programmable logic controls, or other security-related electronic systems.

    AI DOES

    Diagnoses faults and suggests repair procedures

    YOU DO

    Troubleshoot complex problems in the field

    About this analysis

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

  80. TASK 80SOURCE-BACKED TASK

    Develop or review specifications for design or construction of security systems.

    AI DOES

    Generates technical specs from requirements and standards

    YOU DO

    Verify feasibility and approve final designs

    About this analysis

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

  81. TASK 81SOURCE-BACKED TASK

    Prepare, maintain, or update security procedures, security system drawings, or related documentation.

    AI DOES

    Generates procedure templates and updates standard documentation

    YOU DO

    Assess real risks and customize controls

    About this analysis

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

  82. TASK 82SOURCE-BACKED TASK

    Analyze corporate intelligence data to identify trends, patterns, or warnings indicating threats to security of people, assets, information, or infrastructure.

    AI DOES

    Scans massive datasets and flags potential patterns

    YOU DO

    Judge real threats from false alarms

    About this analysis

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

  83. TASK 83SOURCE-BACKED TASK

    Provide system design and integration recommendations.

    AI DOES

    Suggests architectures and highlights integration patterns

    YOU DO

    Choose what fits the business context

    About this analysis

    27% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  84. TASK 84SOURCE-BACKED TASK

    Perform risk analyses so that appropriate countermeasures can be developed.

    AI DOES

    Gathers data and suggests potential risk scenarios

    YOU DO

    Weigh probabilities and choose smart responses

    About this analysis

    24% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  85. TASK 85SOURCE-BACKED TASK

    Interpret government regulations and applicable codes to ensure compliance.

    AI DOES

    Searches regulations and flags relevant sections

    YOU DO

    Judge how rules apply to your situation

    About this analysis

    10% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  86. TASK 86SOURCE-BACKED TASK

    Review and revise sustainability proposals or policies.

    AI DOES

    Drafts policy language and finds regulatory gaps

    YOU DO

    Judge feasibility and stakeholder buy-in

    About this analysis

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

  87. TASK 87SOURCE-BACKED TASK

    Promote products in online communities through weblog or discussion-forum postings, e-mail marketing programs, or online advertising.

    AI DOES

    Creates ad copy and suggests targeting options

    YOU DO

    Build trust and read community culture

    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 Business Operations Specialists, All Others? — rtwoai