Computer Network Architects
Every task in this role, whether it passes the census's structural hand-over screen, which models pass it, and why. It is a screen, not a claim about what AI can do: a task can pass and still be beyond the systems of the day. The stricter and looser rules re-vote every task, and small differences between roles are noise.
Passes the screen · 2 of 59 tasks
Manage user access to systems and equipment through account management and password administration.
quick to check, an existing check settles it, and a mistake is cheap · 2.4% of the role's time · $580M · passed by Claude Sonnet, Gemini 3.1 Pro · the models disagreed
Prepare system activity and performance reports.
quick to check, an existing check settles it, and a mistake is cheap · 1.2% of the role's time · $287M · passed by Claude Sonnet, Gemini 3.1 Pro · the models disagreed
Does not pass
Develop or recommend network security measures, such as firewalls, network security audits, or automated security probes.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 3.4% of the role's time · $814M
Maintain networks by performing activities such as file addition, deletion, or backup.
physical work, outside the screen · 3.2% of the role's time · $763M
Communicate with system users to ensure accounts are set up properly or to diagnose and solve operational problems.
reason given most often: no existing check settles it · 3.0% of the role's time · $715M · waiting on a check
Communicate with telecommunications vendors to obtain pricing and technical specifications for available hardware, software, or services.
reason given most often: no existing check settles it · 2.9% of the role's time · $692M · passed by GPT-6 Sol · the models disagreed
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.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.7% of the role's time · $653M
Develop and implement solutions for network problems.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 2.7% of the role's time · $645M
Communicate with vendors to gather information about products, alert them to future needs, resolve problems, or address system maintenance issues.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.5% of the role's time · $601M
Consult with users, administrators, and engineers to identify business and technical requirements for proposed system modifications or technology purchases.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.5% of the role's time · $595M
Provide user support by diagnosing network and device problems and implementing technical or procedural solutions.
reason given most often: no existing check settles it · 2.4% of the role's time · $578M · waiting on a check
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.
reason given most often: nobody can tell quickly whether it worked · 2.4% of the role's time · $567M
Document user support activity, such as system problems, corrective actions, resolution status, and completed equipment installations.
reason given most often: no existing check settles it · 2.3% of the role's time · $560M · passed by Claude Sonnet · the models disagreed · waiting on a check
Monitor and analyze system performance, such as network traffic, security, and capacity.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 2.3% of the role's time · $547M
Prepare purchase requisitions for computer hardware and software, networking and telecommunications equipment, test equipment, cabling, or tools.
reason given most often: no existing check settles it · 2.2% of the role's time · $535M · passed by Claude Sonnet · the models disagreed · waiting on a check
Review and evaluate requests from engineers, managers, and technicians for system modifications.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.2% of the role's time · $523M
Inspect sites to determine physical configuration, such as device locations and conduit pathways.
physical work, outside the screen · 2.2% of the role's time · $522M
Estimate costs for system or component implementation and operation.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.2% of the role's time · $517M
Coordinate installation of new equipment.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.2% of the role's time · $515M
Coordinate network operations, maintenance, repairs, or upgrades.
physical work, outside the screen · 2.1% of the role's time · $499M
Assess existing facilities' needs for new or modified telecommunications systems.
physical work, outside the screen · 2.0% of the role's time · $478M
Communicate with customers, sales staff, or marketing staff to determine customer needs.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.0% of the role's time · $477M
Order or maintain inventory of telecommunications equipment for customer premises equipment (CPE), facilities, access networks, or backbone networks.
physical work, outside the screen · 2.0% of the role's time · $471M
Instruct in use of voice, video, and data communications systems.
reason given most often: no existing check settles it · 1.9% of the role's time · $465M
Determine specific network hardware or software requirements, such as platforms, interfaces, bandwidths, or routine schemas.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.9% of the role's time · $463M
Supervise engineers or other staff in the design or implementation of network solutions.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.9% of the role's time · $460M
Implement system renovation projects in collaboration with technical staff, engineering consultants, installers, and vendors.
physical work, outside the screen · 1.9% of the role's time · $459M
Work with personnel and facilities management staff to install, remove, or relocate user connectivity equipment and devices.
physical work, outside the screen · 1.9% of the role's time · $447M
Develop, maintain, or implement telecommunications disaster recovery plans to ensure business continuity.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.8% of the role's time · $435M
Adjust network sizes to meet volume or capacity demands.
physical work, outside the screen · 1.8% of the role's time · $419M
Document procedures for hardware and software installation and use.
reason given most often: no existing check settles it · 1.6% of the role's time · $392M · waiting on a check
Design, build, or operate equipment configuration prototypes, including network hardware, software, servers, or server operation systems.
physical work, outside the screen · 1.6% of the role's time · $388M
Install, or coordinate installation of, new or modified hardware, software, or programming modules of telecommunications systems.
physical work, outside the screen · 1.6% of the role's time · $374M
Use computer-aided design (CAD) software to prepare or evaluate network diagrams, floor plans, or site configurations for existing facilities, renovations, or new systems.
reason given most often: no existing check settles it · 1.6% of the role's time · $372M · waiting on a check
Develop network-related documentation.
reason given most often: no existing check settles it · 1.5% of the role's time · $368M · waiting on a check
Implement or perform preventive maintenance, backup, or recovery procedures.
physical work, outside the screen · 1.5% of the role's time · $365M
Develop conceptual, logical, or physical network designs.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.5% of the role's time · $352M
Develop and write procedures for installation, use, or troubleshooting of communications hardware or software.
reason given most often: no existing check settles it · 1.4% of the role's time · $332M · waiting on a check
Supervise maintenance of telecommunications equipment.
physical work, outside the screen · 1.3% of the role's time · $312M
Implement controls to provide security for operating systems, software, and data.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.3% of the role's time · $308M
Prepare detailed network specifications, including diagrams, charts, equipment configurations, or recommended technologies.
reason given most often: no existing check settles it · 1.2% of the role's time · $288M · waiting on a check
Evaluate network designs to determine whether customer requirements are met efficiently and effectively.
reason given most often: no existing check settles it · 1.1% of the role's time · $273M
Document technical specifications and operating standards for telecommunications equipment.
reason given most often: no existing check settles it · 1.1% of the role's time · $268M · waiting on a check
Design, organize, and deliver product awareness, skills transfer, or product education sessions for staff or suppliers.
reason given most often: no existing check settles it · 1.1% of the role's time · $265M
Use network computer-aided design (CAD) software packages to optimize network designs.
reason given most often: no existing check settles it · 1.1% of the role's time · $254M
Develop procedures to track, project, or report network availability, reliability, capacity, or utilization.
reason given most often: no existing check settles it · 1.1% of the role's time · $252M
Prepare design presentations and proposals for staff or customers.
reason given most often: no existing check settles it · 1.0% of the role's time · $247M · waiting on a check
Explain design specifications to integration or test engineers.
reason given most often: no existing check settles it · 1.0% of the role's time · $242M · waiting on a check
Coordinate network or design activities with designers of associated networks.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.0% of the role's time · $233M
Maintain or coordinate the maintenance of network peripherals, such as printers.
physical work, outside the screen · 0.9% of the role's time · $223M
Estimate time and materials needed to complete projects.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.9% of the role's time · $220M
Test and evaluate hardware and software to determine efficiency, reliability, or compatibility with existing systems.
physical work, outside the screen · 0.8% of the role's time · $203M
Develop disaster recovery plans.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.7% of the role's time · $174M
Participate in network technology upgrade or expansion projects, including installation of hardware and software and integration testing.
physical work, outside the screen · 0.7% of the role's time · $173M
Prepare or monitor project schedules, budgets, or cost control systems.
reason given most often: nobody can tell quickly whether it worked · 0.7% of the role's time · $164M
Develop or maintain project reporting systems.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.7% of the role's time · $156M · passed by Claude Sonnet · the models disagreed
Visit vendors, attend conferences or training sessions, or study technical journals to keep up with changes in technology.
physical work, outside the screen · 0.6% of the role's time · $137M
Research and test new or modified hardware or software products to determine performance and interoperability.
physical work, outside the screen · 0.6% of the role's time · $136M
Develop plans or budgets for network equipment replacement.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $125M
Where this role works
| Industry | Workers | Wage bill | Passes the screen | All three pass |
|---|---|---|---|---|
| Computer Systems Design and Related Services | 46,280 | $6.5B | $235M | $0 |
| Management of Companies and Enterprises | 17,530 | $2.5B | $91.2M | $0 |
| Telecommunications | 20,230 | $2.4B | $86.0M | $0 |
| Employment Services | 7590 | $1.0B | $37.2M | $0 |
| Management, Scientific, and Technical Consulting Services | 6730 | $885M | $32.1M | $0 |
| Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services | 6120 | $875M | $31.7M | $0 |
| Credit Intermediation and Related Activities (5221 and 5223 only) | 6300 | $861M | $31.3M | $0 |
| Scientific Research and Development Services | 4390 | $656M | $23.8M | $0 |
| Insurance Carriers | 4670 | $653M | $23.7M | $0 |
| Professional and Commercial Equipment and Supplies Merchant Wholesalers | 4200 | $647M | $23.5M | $0 |