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JOB REPORT / 15-1241 · 59 TASKS

Computer Network Architects.

Can AI do the work of Computer Network Architects?

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:

  • Prepare system activity and performance reports
  • Monitor and analyze system performance
  • Monitor and analyze network performance and reports on data…

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A guided certificate program in AI-assisted Computer Network Architects work. It covers the 57 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

57 of 59 tasks reviewed

This job has 59 core tasks. We went through 57 of them, one at a time.

Task by task, from the work Computer Network Architects 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

    Prepare system activity and performance reports.

    AI DOES

    Collects metrics, flags anomalies, and generates draft reports from system logs

    YOU DO

    Interpret findings in context and decide what actions to recommend

  2. TASK 02

    Monitor and analyze system performance, such as network traffic, security, and capacity.

    AI DOES

    Watches traffic data, spots unusual patterns, and generates performance reports automatically

    YOU DO

    Interpret context, set priorities, and make judgment calls about real network risks

  3. TASK 03

    Monitor and analyze network performance and reports on data input or output to detect problems, identify inefficient use of computer resources, or perform capacity planning.

    AI DOES

    Watches live network data, spots unusual patterns, and generates performance reports automatically

    YOU DO

    Judge which alerts matter most and decide how to fix root causes

  4. TASK 04

    Prepare purchase requisitions for computer hardware and software, networking and telecommunications equipment, test equipment, cabling, or tools.

    AI DOES

    Drafts requisition forms, looks up equipment specs and pricing, and fills in standard fields

    YOU DO

    Verify real inventory gaps, confirm vendor choices, and sign off on budget fit

  5. TASK 05

    Document user support activity, such as system problems, corrective actions, resolution status, and completed equipment installations.

    AI DOES

    Drafts support tickets, auto-fills resolution templates, and organizes log entries from notes or voice input

    YOU DO

    Verify technical details and decide what context is important for future troubleshooting

  6. TASK 06

    Estimate costs for system or component implementation and operation.

    AI DOES

    Pulls component pricing, runs cost formulas, and drafts estimate spreadsheets

    YOU DO

    Apply site-specific knowledge and validate assumptions against real project conditions

  7. TASK 07

    Develop plans or budgets for network equipment replacement.

    AI DOES

    Generates draft replacement schedules, pulls equipment lifecycle data, and compares vendor pricing

    YOU DO

    Judge business risk, negotiate vendors, and align plans with leadership goals

  8. TASK 08

    Determine specific network hardware or software requirements, such as platforms, interfaces, bandwidths, or routine schemas.

    AI DOES

    Pulls hardware specs, compares vendor options, and drafts requirement checklists

    YOU DO

    Judge which tradeoffs fit your actual network, budget, and growth plans

  9. TASK 09

    Estimate time and materials needed to complete projects.

    AI DOES

    Drafts cost and time estimates using historical data and project templates

    YOU DO

    Apply hands-on experience with real teams, vendors, and site conditions

  10. TASK 10

    Develop procedures to track, project, or report network availability, reliability, capacity, or utilization.

    AI DOES

    Drafts procedure templates, suggests metrics to track, and formats reports

    YOU DO

    Match procedures to your specific network environment and business needs

  11. TASK 11

    Test and evaluate hardware and software to determine efficiency, reliability, or compatibility with existing systems.

    AI DOES

    Generates test scripts, analyzes logs, and flags anomalies in test data

    YOU DO

    Connect physical equipment, interpret unusual failures, and make final compatibility calls

  12. TASK 12

    Use computer-aided design (CAD) software to prepare or evaluate network diagrams, floor plans, or site configurations for existing facilities, renovations, or new systems.

    AI DOES

    Generates draft diagrams, flags errors, and suggests cable routes or component placements

    YOU DO

    Apply real-world site constraints, safety codes, and client requirements to finalize designs

  13. TASK 13

    Review and evaluate requests from engineers, managers, and technicians for system modifications.

    AI DOES

    Drafts checklists, flags missing info, and cross-checks requests against known specs or standards

    YOU DO

    Weigh real-world risk, system dependencies, and team context before approving changes

  14. TASK 14

    Assess existing facilities' needs for new or modified telecommunications systems.

    AI DOES

    Reviews usage data, flags gaps, and drafts needs assessments from existing records

    YOU DO

    Walk the facility, ask the right questions, and judge what the data misses

  15. TASK 15

    Develop, maintain, or implement telecommunications disaster recovery plans to ensure business continuity.

    AI DOES

    Drafts plan templates, summarizes best practices, flags missing steps, and generates checklists

    YOU DO

    Validate plans against your actual network topology, equipment, and local regulations

  16. TASK 16

    Adjust network sizes to meet volume or capacity demands.

    AI DOES

    Analyzes traffic data and flags capacity bottlenecks in real time

    YOU DO

    Weigh trade-offs between cost, risk, and business goals before committing to changes

  17. TASK 17

    Communicate with vendors to gather information about products, alert them to future needs, resolve problems, or address system maintenance issues.

    AI DOES

    Drafts vendor emails, summarizes product specs, and flags maintenance issues from logs

    YOU DO

    Build trust with vendors and make final calls on technical fit and negotiation

  18. TASK 18

    Order or maintain inventory of telecommunications equipment for customer premises equipment (CPE), facilities, access networks, or backbone networks.

    AI DOES

    Monitors stock levels, predicts reorder needs, drafts purchase orders, and flags low inventory

    YOU DO

    Weigh supplier relationships, budget trade-offs, and site-specific equipment decisions

  19. TASK 19

    Research and test new or modified hardware or software products to determine performance and interoperability.

    AI DOES

    Drafts test plans, summarizes product specs, and flags patterns in test data

    YOU DO

    Run the physical tests and judge real-world network behavior yourself

  20. TASK 20

    Coordinate network or design activities with designers of associated networks.

    AI DOES

    Drafts coordination documents, flags design conflicts, and summarizes meeting notes

    YOU DO

    Build trust with other designers and make real-time trade-off calls

  21. TASK 21

    Use network computer-aided design (CAD) software packages to optimize network designs.

    AI DOES

    Suggests optimized network layouts, checks for bottlenecks, and auto-generates design variations

    YOU DO

    Apply deep knowledge of business goals, budget limits, and real-world constraints to approve the final design

  22. TASK 22

    Provide user support by diagnosing network and device problems and implementing technical or procedural solutions.

    AI DOES

    Searches knowledge bases, suggests likely causes, and drafts step-by-step fixes

    YOU DO

    Listen to the user, test live equipment, and adapt when the problem is unusual

  23. TASK 23

    Consult with users, administrators, and engineers to identify business and technical requirements for proposed system modifications or technology purchases.

    AI DOES

    Drafts requirement questionnaires, summarizes meeting notes, and flags gaps in technical specs

    YOU DO

    Lead live conversations, build trust with stakeholders, and judge what people really need vs. what they say they need

  24. TASK 24

    Coordinate network operations, maintenance, repairs, or upgrades.

    AI DOES

    Monitors network health, drafts maintenance schedules, and summarizes incident logs

    YOU DO

    Make final calls on timing, team coordination, and risk trade-offs

  25. TASK 25

    Communicate with system users to ensure accounts are set up properly or to diagnose and solve operational problems.

    AI DOES

    Drafts clear replies, suggests common fixes, and summarizes ticket history

    YOU DO

    Listen carefully, adapt to each user's skill level, and make judgment calls on complex issues

  26. TASK 26

    Communicate with customers, sales staff, or marketing staff to determine customer needs.

    AI DOES

    Drafts discovery questions, summarizes meeting notes, and spots patterns in customer feedback

    YOU DO

    Lead live conversations and build trust with real people

  27. TASK 27

    Participate in network technology upgrade or expansion projects, including installation of hardware and software and integration testing.

    AI DOES

    Drafts upgrade plans, suggests configs, and flags compatibility issues

    YOU DO

    Show up, plug in hardware, and verify real systems work together

  28. TASK 28

    Visit vendors, attend conferences or training sessions, or study technical journals to keep up with changes in technology.

    AI DOES

    Summarizes technical articles, highlights key trends, and drafts questions to ask vendors

    YOU DO

    Show up in person, build trust with vendors, and judge which new tech fits your network's real needs

  29. TASK 29

    Implement system renovation projects in collaboration with technical staff, engineering consultants, installers, and vendors.

    AI DOES

    Drafts project plans, timelines, and technical documentation to support the team

    YOU DO

    Lead on-site coordination, make real-time decisions, and manage relationships with vendors and installers

  30. TASK 30

    Coordinate installation of new equipment.

    AI DOES

    Drafts installation schedules, checklists, and vendor communication templates

    YOU DO

    Show up on-site, make real-time calls, and manage people and surprises

  31. TASK 31

    Install, or coordinate installation of, new or modified hardware, software, or programming modules of telecommunications systems.

    AI DOES

    Drafts installation plans, generates config scripts, and suggests troubleshooting steps

    YOU DO

    Show up on-site, handle the physical equipment, and make real-time judgment calls

  32. TASK 32

    Supervise engineers or other staff in the design or implementation of network solutions.

    AI DOES

    Drafts meeting agendas, summarizes project status, flags bottlenecks in plans, and suggests design review checklists

    YOU DO

    Read your team, make judgment calls on people and priorities, and own accountability for outcomes

  33. TASK 33SOURCE-BACKED TASK

    Design, organize, and deliver product awareness, skills transfer, or product education sessions for staff or suppliers.

    AI DOES

    Creates presentation slides and training materials

    YOU DO

    Read the room and adapt on the fly

    About this analysis

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

  34. TASK 34SOURCE-BACKED TASK

    Maintain networks by performing activities such as file addition, deletion, or backup.

    AI DOES

    Automates routine file operations and backup schedules

    YOU DO

    Decide priorities and troubleshoot failures

    About this analysis

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

  35. TASK 35SOURCE-BACKED TASK

    Design, build, or operate equipment configuration prototypes, including network hardware, software, servers, or server operation systems.

    AI DOES

    Generates configs and automates basic setup tasks

    YOU DO

    Judge what works for real conditions

    About this analysis

    50% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  36. TASK 36

    Supervise maintenance of telecommunications equipment.

    AI DOES

    Flags equipment alerts, logs maintenance records, and helps schedule work orders

    YOU DO

    Stay on-site to direct technicians and make safety calls

  37. TASK 37SOURCE-BACKED TASK

    Implement controls to provide security for operating systems, software, and data.

    AI DOES

    Scans for threats and applies standard patches

    YOU DO

    Design the strategy and handle exceptions

    About this analysis

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

  38. TASK 38SOURCE-BACKED TASK

    Prepare detailed network specifications, including diagrams, charts, equipment configurations, or recommended technologies.

    AI DOES

    Generates network diagrams and equipment configuration templates

    YOU DO

    Design for real needs and constraints

    About this analysis

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

  39. TASK 39

    Maintain or coordinate the maintenance of network peripherals, such as printers.

    AI DOES

    Helps look up error codes, troubleshooting steps, and vendor documentation fast

    YOU DO

    Show up in person to inspect, fix, and coordinate real hardware

  40. TASK 40

    Implement or perform preventive maintenance, backup, or recovery procedures.

    AI DOES

    Generates maintenance checklists, logs issues, and suggests backup schedules based on system data

    YOU DO

    Show up on-site and physically perform the hands-on work

  41. TASK 41SOURCE-BACKED TASK

    Manage user access to systems and equipment through account management and password administration.

    AI DOES

    Resets passwords and provisions standard accounts

    YOU DO

    Decide access levels and security exceptions

    About this analysis

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

  42. TASK 42SOURCE-BACKED TASK

    Document procedures for hardware and software installation and use.

    AI DOES

    Generates step-by-step guides and screenshots

    YOU DO

    Test clarity and fix real gaps

    About this analysis

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

  43. TASK 43SOURCE-BACKED TASK

    Develop and write procedures for installation, use, or troubleshooting of communications hardware or software.

    AI DOES

    Generates procedure templates and troubleshooting steps

    YOU DO

    Adapt for real systems and users

    About this analysis

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

  44. TASK 44SOURCE-BACKED TASK

    Prepare or monitor project schedules, budgets, or cost control systems.

    AI DOES

    Tracks progress and flags budget variances automatically

    YOU DO

    Decide priorities when trade-offs arise

    About this analysis

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

  45. TASK 45SOURCE-BACKED TASK

    Develop conceptual, logical, or physical network designs.

    AI DOES

    Generates network topology options and technical specs

    YOU DO

    Choose the right design for real needs

    About this analysis

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

  46. TASK 46SOURCE-BACKED TASK

    Develop or recommend network security measures, such as firewalls, network security audits, or automated security probes.

    AI DOES

    Scans networks and suggests security configurations

    YOU DO

    Assess real threats and business needs

    About this analysis

    18% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  47. TASK 47SOURCE-BACKED TASK

    Develop disaster recovery plans.

    AI DOES

    Generates templates and suggests recovery procedures

    YOU DO

    Assess real risks and customize priorities

    About this analysis

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

  48. TASK 48SOURCE-BACKED TASK

    Develop and implement solutions for network problems.

    AI DOES

    Suggests fixes and runs diagnostics quickly

    YOU DO

    Decide which solution fits the situation

    About this analysis

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

  49. TASK 49SOURCE-BACKED TASK

    Keep abreast of changes in industry practices and emerging telecommunications technology by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.

    AI DOES

    Curates relevant articles and summarizes key developments

    YOU DO

    Judge what's worth your time and energy

    About this analysis

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

  50. TASK 50SOURCE-BACKED TASK

    Communicate with telecommunications vendors to obtain pricing and technical specifications for available hardware, software, or services.

    AI DOES

    Drafts vendor emails and compares spec sheets

    YOU DO

    Build relationships and negotiate the deal

    About this analysis

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

  51. TASK 51SOURCE-BACKED TASK

    Develop network-related documentation.

    AI DOES

    Generates templates and drafts technical sections

    YOU DO

    Ensure accuracy and tailor for your audience

    About this analysis

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

  52. TASK 52SOURCE-BACKED TASK

    Instruct in use of voice, video, and data communications systems.

    AI DOES

    Creates training materials and practice scenarios

    YOU DO

    Adapt teaching to each learner's pace

    About this analysis

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

  53. TASK 53SOURCE-BACKED TASK

    Document technical specifications and operating standards for telecommunications equipment.

    AI DOES

    Generates technical documentation templates and standard formats

    YOU DO

    Ensure accuracy and compliance requirements

    About this analysis

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

  54. TASK 54SOURCE-BACKED TASK

    Evaluate network designs to determine whether customer requirements are met efficiently and effectively.

    AI DOES

    Simulates network performance and flags potential issues

    YOU DO

    Judge trade-offs and customer priorities

    About this analysis

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

  55. TASK 55SOURCE-BACKED TASK

    Explain design specifications to integration or test engineers.

    AI DOES

    Generates clear technical documentation and visual aids

    YOU DO

    Adapt explanations to each engineer's needs

    About this analysis

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

  56. TASK 56SOURCE-BACKED TASK

    Prepare design presentations and proposals for staff or customers.

    AI DOES

    Generates slides, formats layouts, and drafts content

    YOU DO

    Shape the story and sell the vision

    About this analysis

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

  57. TASK 57SOURCE-BACKED TASK

    Develop or maintain project reporting systems.

    AI DOES

    Generates reports and tracks project metrics automatically

    YOU DO

    Design what to measure and why

    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.