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Systems Administrator: AI job impact

AI can draft operational scripts and troubleshooting steps. Running commands, changing access and restoring services require controlled execution.

U.S. occupation dataData checked October 25, 2026Methodology
Systems Administrator at work

AI applicability

0.253 / 1

How applicable AI was to this occupation’s work in Microsoft’s study. This is an index, not a probability.

Observed activity coverage

70.7%

Share of work activities above the study’s usage threshold, weighted by importance. Not the share of workers using AI.

Direct occupation matchNetwork and Computer Systems Administrators · 15-1244.00

Mapped to Network and Computer Systems Administrators. This is not a separate DevOps or SRE estimate.

Microsoft v1.1 · U.S. Bing Copilot conversations, Jan–Sep 2024. These indicators do not predict job losses and do not change with your task selections. Measurement details

Your daily tasks

Set how often you do each task to update your task mix, plan and tool suggestions.

8 of 8 tasks selectedFrequency-weighted task mix
Partial automation
12.5%1 task
AI assistance
37.5%3 tasks
Human-led
50.0%4 tasks

Frequency weights: occasionally 1, regularly 2, often 3. These shares do not represent working hours, time saved or job-loss risk.

AI roles are AI IDE List editorial assessments of O*NET tasks, not measured automation rates. Partial automation requires review.

Perform backups and recovery

Draft a recovery procedure; run restore tests and verify the recovered service and data.

Task source

O*NET original task statement (English)

Perform data backups and disaster recovery operations.

O*NET 31.0, task 1317 · Importance 4.35 / 5. View occupation tasks

AI roleHuman-led

Maintain system configurations

Draft a configuration change; inspect the diff and test it on a non-production host.

Task source

O*NET original task statement (English)

Maintain and administer computer networks and related computing environments, including computer hardware, systems software, applications software, and all configurations.

O*NET 31.0, task 1318 · Importance 4.08 / 5. View occupation tasks

AI roleAI assistance

Implement network security

Compare proposed controls; authorize access changes and validate least privilege.

Task source

O*NET original task statement (English)

Plan, coordinate, and implement network security measures to protect data, software, and hardware.

O*NET 31.0, task 1319 · Importance 4.56 / 5. View occupation tasks

AI roleHuman-led

Monitor systems and networks

Summarize sanitized alerts; correlate them with telemetry before deciding on intervention.

Task source

O*NET original task statement (English)

Operate master consoles to monitor the performance of computer systems and networks and to coordinate computer network access and use.

O*NET 31.0, task 1320 · Importance 3.73 / 5. View occupation tasks

AI roleAI assistance

Run routine startup and shutdown

Draft a repeatable script with health checks; test ordering and a failed dependency before scheduling it.

Task source

O*NET original task statement (English)

Perform routine network startup and shutdown procedures, and maintain control records.

O*NET 31.0, task 1321 · Importance 3.35 / 5. View occupation tasks

AI rolePartial automation

Test hardware and operating systems

Generate a test checklist; verify it on the actual platform and supported versions.

Task source

O*NET original task statement (English)

Design, configure, and test computer hardware, networking software and operating system software.

O*NET 31.0, task 1322 · Importance 3.48 / 5. View occupation tasks

AI roleAI assistance

Recommend configuration changes

Compare options with measured evidence; approve tradeoffs and the rollback plan.

Task source

O*NET original task statement (English)

Recommend changes to improve systems and network configurations, and determine hardware or software requirements related to such changes.

O*NET 31.0, task 1323 · Importance 3.32 / 5. View occupation tasks

AI roleHuman-led

Resolve user problems

Prepare diagnostic questions; confirm the user's outcome after applying a verified fix.

Task source

O*NET original task statement (English)

Confer with network users about solutions to existing system problems.

O*NET 31.0, task 1324 · Importance 3.79 / 5. View occupation tasks

AI roleHuman-led

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Your AI adaptation plan

Start with one recurring task. Test the output before expanding the workflow.

  1. Review generated code

    For: Maintain system configurations

    Prepare
    Start with a small task, a stated interface and acceptance criteria.
    Try
    Draft a configuration change; inspect the diff and test it on a non-production host.
    Verify
    Inspect the diff, run independent tests and check dependencies before using the change.

  2. Validate AI-assisted analysis

    For: Monitor systems and networks

    Prepare
    Use a sanitized sample with a data dictionary, units and a clear question.
    Try
    Summarize sanitized alerts; correlate them with telemetry before deciding on intervention.
    Verify
    Recompute a small sample independently and check joins, missingness and denominators.

  3. Check whether tests detect failures

    For: Test hardware and operating systems

    Prepare
    Use a requirement and a known failing example, without showing the proposed implementation first.
    Try
    Generate a test checklist; verify it on the actual platform and supported versions.
    Verify
    Confirm the tests fail on the broken example and pass on the corrected behavior.

Automate with recovery checks

Draft one maintenance script, add a dry run and explicit failure handling, then test it in an isolated environment.

Skills and career outlook

Skills in the occupation data

Importance · 1–5
  • Active Listening4.00 / 5
  • Troubleshooting4.00 / 5
  • Judgment and Decision Making4.00 / 5
  • Systems Analysis4.00 / 5
  • Systems Evaluation4.00 / 5

Top O*NET essential and transferable skills by importance. Ratings describe occupational requirements, not future demand.

U.S. employment projection

-4.1%

Projected employment change, 2025–2035

Network and computer systems administrators

BLS projects total employment change from many factors. This is not an AI-specific forecast or a UK projection.

BLS employment projections

What to keep evaluating

Operational output can contain secrets or misleading symptoms. Use sanitized evidence and a tested rollback path for any generated change.

Tools to try with your tasks

Matched to the tasks you selected. Test on a small example and compare output quality and review effort.

Claude Opus 5.5

Model

A model to evaluate on a small, verified example of this task. Compare quality and review effort before adopting it.

Try for: Maintain system configurations; Monitor systems and networks.

Cursor

Tool

Draft and review small code, SQL and test changes in your project.

Try for: Maintain system configurations; Monitor systems and networks.

GPT-6 Astra

Model

A model to evaluate on a small, verified example of this task. Compare quality and review effort before adopting it.

Try for: Maintain system configurations; Monitor systems and networks.

Claude Code

Tool

Explore a codebase and propose a bounded change with tests.

Try for: Maintain system configurations; Run routine startup and shutdown.

Claude Code commands
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Sources and limits

Matched occupation: Network and Computer Systems Administrators (15-1244.00). Published research group: Network and Computer Systems Administrators (SOC 15-1244).

Microsoft’s study uses O*NET 29.0; the task descriptions here use O*NET 31.0. The original study score is preserved. Editorial suggestions are not results reported by these sources.

Read the methodology, attribution and update record