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Will AI replace network and computer systems administrators?

A little.

This job scores 64 out of 100 on (higher is safer). Today AI could do about 8% of the work by itself, people do 78% with AI’s help, and 14% still needs a person.

Updated 3 October 2026 15-1244 3131 2026-Q4
Computer and MathematicalNetwork and Computer Systems Administrators15-1244 · 2026-Q4
8% AI does it78% AI helps14% needs a human
Your job's name, lit by the work that still needs a human.Needs a human 14%AI helps 78%AI does it 8%

AI does it: AI can do the task largely by itself. AI helps: a person still does it, faster with AI. Needs a human: AI can do little of it yet.

Each ridge is a slice of the job's task time.Needs a human 14%AI helps 78%AI does it 8%
The job’s mark

No two jobs leave the same print

Every job gets its own fingerprint, drawn from its code. The amber ridges are the share of task time that still needs a person. Below them, the same ridges are written out in ones and zeros: slate for the work AI helps with, white for the work AI can do.

Network and Computer Systems Administrators, O*NET-SOC 15-1244. 14% of the job’s task time still needs a human, so 14 of every 100 ridges are amber; slate is what AI helps with, white what AI can do.

What AI can and cannot do

The tasks that make up the job, from , and where AI stands on each today: , (a person does it, with AI speeding it up) or . 14% of the still needs a human.

Each block is one task; its height is its share of working time.Needs a human 14%AI helps 78%AI does it 8%
The job's task list: the parts AI can do are blacked out.Needs a human 14%AI helps 78%AI does it 8%
Plan, coordinate, and implement network security measures to protect data, software, and hardware.AI helps
Perform data backups and disaster recovery operations.AI helps
Diagnose, troubleshoot, and resolve hardware, software, or other network and system problems, and replace defective components when necessary.Needs a human
Maintain and administer computer networks and related computing environments, including computer hardware, systems software, applications software, and all configurations.AI helps
Configure, monitor, and maintain email applications or virus protection software.AI helps
Confer with network users about solutions to existing system problems.AI helps
Operate master consoles to monitor the performance of computer systems and networks and to coordinate computer network access and use.AI helps
Maintain logs related to network functions, as well as maintenance and repair records.AI helps
Monitor network performance to determine whether adjustments are needed and where changes will be needed in the future.AI helps
Design, configure, and test computer hardware, networking software and operating system software.AI does it
Maintain an inventory of parts for emergency repairs.Needs a human
Perform routine network startup and shutdown procedures, and maintain control records.AI helps
Recommend changes to improve systems and network configurations, and determine hardware or software requirements related to such changes.AI helps
Coordinate with vendors and with company personnel to facilitate purchases.AI helps
Gather data pertaining to customer needs, and use the information to identify, predict, interpret, and evaluate system and network requirements.AI helps
Analyze equipment performance records to determine the need for repair or replacement.AI does it
Train people in computer system use.AI helps
Research new technologies by attending seminars, reading trade articles, or taking classes, and implement or recommend the implementation of new technologies.AI helps
Implement and provide technical support for voice services and equipment, such as private branch exchange, voice mail system, and telecom system.AI helps
Load computer tapes and disks, and install software and printer paper or forms.Needs a human

Is it better than a person? The evidence

No direct test against people in this job yet. Every study is , and vendor studies are labelled as such.

When could it be replaced?

When AI could largely do this job: 2034–2046

Most likely between 2034 and 2046 (8 in 10 of our scenarios). A range from our of how fast AI improves, how fast employers take it up and what holds it back, not a forecast that the job ends. “” has a strict meaning here. Today’s answer is at the top of the page; this is how it could change.

The sand is the human working years left, measured in the same 40-year glass for every job, so a safe trade starts nearly full and an exposed job with a thin layer.

The sand is the human working years left, in the same 40-year glass for every job.Years still needing a humanYears run out

How this job could shift, year by year

Where the job could sit on our scale each year to 2060, across the ten behind its .

Today
Will AI replace this job?
A little.
By 2045
100%
of our scenarios have AI largely doing this job by 2045 (Largely.)
0% still have it mostly needing a person (A little. or Nah.)
By 2060
100%
of our scenarios have AI largely doing this job by 2060 (Largely.)
0% still have it mostly needing a person (A little. or Nah.)

We run this job as ten scenarios spread across its replacement range. In each, the score moves towards the bottom band (Largely: AI could largely do the job) by the year that scenario reaches it, slowly at first and faster later, as adoption usually goes. Each bar splits the ten by the band they put the job in. The model stops at 2060. How the timeline works

Share of this job's scenarios in each verdict band, today to 20600%25%50%75%100%2026: 100.0% of scenarios: AI could do a little of this job (A little.)100%Today2030: 90.0% of scenarios: AI could partly do this job (Partly.)90%2030: 10.0% of scenarios: AI could mostly do this job (Mostly.)10%20302035: 20.0% of scenarios: AI could partly do this job (Partly.)20%2035: 30.0% of scenarios: AI could mostly do this job (Mostly.)30%2035: 50.0% of scenarios: AI could largely do this job (Largely.)50%20352040: 20.0% of scenarios: AI could mostly do this job (Mostly.)20%2040: 80.0% of scenarios: AI could largely do this job (Largely.)80%20402045: 100.0% of scenarios: AI could largely do this job (Largely.)100%20452050: 100.0% of scenarios: AI could largely do this job (Largely.)100%20502055: 100.0% of scenarios: AI could largely do this job (Largely.)100%20552060: 100.0% of scenarios: AI could largely do this job (Largely.)100%2060
Will AI replace the job?Largely.Mostly.Partly.A little.Nah.
Share of this job's scenarios in each band, year by year. Updated with every release.
Show the data
YearLargelyMostlyPartlyA littleNah
Today (2026)0.0%0.0%0.0%100.0%0.0%
20300.0%10.0%90.0%0.0%0.0%
203550.0%30.0%20.0%0.0%0.0%
204080.0%20.0%0.0%0.0%0.0%
2045100.0%0.0%0.0%0.0%0.0%
2050100.0%0.0%0.0%0.0%0.0%
2055100.0%0.0%0.0%0.0%0.0%
2060100.0%0.0%0.0%0.0%0.0%

What’s stopping AI taking over?

The things that keep this work with people, strongest first. Each is scored 0 to 100 from work context, licensing and the evidence we have.

LiabilityMistakes are rated 3.7 out of 5 for consequence and decisions 3.7 out of 5 for impact; someone has to answer for them.
Evidence gapNo study yet compares AI with people doing this job, so employers have no proof it is good enough.
Clients want a personFace-to-face contact is rated 4.3 and physical closeness 3.0 out of 5; caring for or serving people is 1.7 out of 5 in importance.
LicensingUsual entry requirement (BLS): bachelor's degree.
RegulationWorkers rate responsibility for others' health and safety 2.4 out of 5.
Physical work14% of the task time is physical; robots have been shown on 46% of that time.

What would it cost to hand the work to AI?

The share of the year AI could handle (869 of 2,080 hours a year), priced two ways. Both are ranges, not quotes.

AI model usage, a year
$90–$8,690
A person’s wage for the same hours
$26,180–$64,810

AI cost covers model usage only: no integration, licences, oversight or the human time still needed to review the work. Human cost is the wage for the same hours, without benefits or overheads. As of 2026-10.

Robots and humanoids

AI software can only take the work at a screen. The rest needs a robot that can do it.

14%
of the task time is physical work
Dexterous humanoid
the kind of robot the physical work would need
Not commercial: no cited robot does most of this work; humanoids are at demonstration and pilot stage.

Source: Anthropic Economic Index, 'What work can robots do?' (30 September 2026); O*NET 31.0 task weights.

Which AI skills does this job lean on?

The job’s task time split by what an AI model would need to be good at, and where models stand today.

Each star is a task, grouped by the AI skill it leans on.Needs a human 14%AI helps 78%AI does it 8%
Writing · 10% of time
Strong
Drafts, edits and translates most routine documents at professional quality.
Analysis · 33.1% of time
Strong
Reliable on structured data and rules; uneven on judgement calls with thin information.
Coding · 33.8% of time
Strong
Agents complete many routine software tasks end to end; larger systems still need people.
Vision and design · 0% of time
Good
Reads documents, images and layouts well; specialist imaging needs dedicated, approved tools.
Speech · 6.6% of time
Good
Voice agents handle routine calls and live interpreting; complex or sensitive calls still go to people.
Planning and agents · 13.5% of time
Emerging
Multi-step agents work in narrow, well-tooled workflows; open-ended coordination is unreliable.
Physical manipulation · 3% of time
Early
Robots handle structured, repetitive handling; general dexterity outside fixed settings is not commercial.
Care and persuasion · 0% of time
Limited
Can script, coach and advise; trust, presence and accountability still need a person.
Amber matter holds its orbit, slate circles the inner disc, white falls in.Needs a human 14%AI helps 78%AI does it 8%
How exposed is it?

Still needs a human: 64/100↑ safer

The amber matter on the outside holds its orbit: that is the task time that still needs a person. The slate matter circling the inner disc is the work AI helps with. The white matter is the share AI can do; it spirals in and is gone over the edge.

The matter follows the job’s task split: 14% needs a human, 78% AI helps, 8% AI does it. Still needs a human: 64/100 ↑ safer. Will AI replace them? A little.

People are asking

How often people ask whether AI will replace this job: on Google, and by estimate, in AI assistants.

In the US

50
Google searches a month, 12-month average to August 2026
Google searches a month, September 2025 to August 2026: from 50 to 50
299
estimated questions to AI assistants in September 2026
Estimated questions to AI assistants a month, October 2025 to September 2026: from 55 to 299
0.16
Google searches a month for every 1,000 people in the job
139th of 197 among all jobs we have search data for

In the UK

10
Google searches a month, 12-month average to August 2026
40
estimated questions to AI assistants in September 2026
0.14
Google searches a month for every 1,000 people in the job in the UK (estimated)
161st of 197 among jobs we have UK search data for

Source: DataForSEO, US and UK, fetched October 3, 2026. Google figures are Google Ads’ rounded monthly averages. The AI figure is DataForSEO’s estimate from Google’s “People also ask” data, not a count from any AI assistant. UK workers are ONS employment figures matched to this job, so the UK rate per 1,000 is an estimate. Search figures are not part of our open dataset.

What the AIs say

We asked four AI assistants the same question: will AI replace this job in the next 10 years? One word (Yes, Partly or No), then one sentence. Our own answer, from the data: Still needs a human: 64/100 ↑ safer. Will AI replace them? A little.

ChatGPTPartly

AI will automate many routine monitoring, troubleshooting, and configuration tasks, but human administrators will still be needed for strategy, security, complex incidents, compliance, and accountability.

gpt-5.5-2026-04-23 · asked 2026-10-03
ClaudePartly

AI will automate many routine monitoring, troubleshooting, and configuration tasks, but human administrators will still be needed for complex decision-making, security judgment calls, and managing unforeseen issues for the foreseeable future.

claude-sonnet-5 · asked 2026-10-03
GeminiPartly

While AI will automate routine tasks like monitoring, patching, and troubleshooting, human administrators will still be essential for strategic architecture, complex physical infrastructure management, and critical security decisions.

gemini-3.8-flash · asked 2026-10-03
PerplexityPartly

AI will automate many routine administrative tasks and reduce some jobs, but human expertise will remain essential for architecture, security, complex troubleshooting, and accountability.

sonar · asked 2026-10-03

Assistants answer from what they learned in training (Perplexity also searches the web), so they can be confidently wrong, and the same question can get a different answer tomorrow. Our score is built from task data and graded evidence. Answers collected through DataForSEO.

Cite this page

NeedsAHuman.com (2026). Will AI replace Network and Computer Systems Administrators? A little. Still needs a human: 64/100, higher is safer; release 2026-Q4. https://needsahuman.com/jobs/network-and-computer-systems-administrators/ (accessed 4 October 2026).

Scores change with each , so cite the release. The data is open under : credit NeedsAHuman.com with a link. Open data · Press

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The badge updates itself with each release and links back to this page.

Sources

  • Tasks and work context: 31.0, ().
  • Jobs, pay and projections: US , and 2025–35.
  • How AI is used today: ; Microsoft Research, .
  • What AI can do: our task ratings ( r1) and the quality evidence register.
  • UK names and employment: coding index and .

How each score is built: methodology. Every figure on this page: open data. Release 2026-Q4.