Computer Systems Analysts

Computer Systems Analysts score 75 out of 100, which is high exposure to AI. That ranks #34 of 923 US occupations, where #1 is the most exposed. Of the 22 tasks in this job, AI could speed up 13 on its own and 7 more with extra software built on top of it. In April–May 2026, 16 of these tasks showed up in real conversations with Claude, Anthropic's AI assistant.

75/ 100

High

Rank: #34of 923 jobs
US workers: 519,530BLS, May 2025
Median pay: $105,850a year
In real AI use: 16 of 22tasks, April–May 2026

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Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

AI can speed this up on its own: 13 (59%)
AI can speed this up with extra software: 7 (32%)
Little or no AI speed-up: 2 (9%)

Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.AI can speed this up on its own · core task · Seen in real AI use
Troubleshoot program and system malfunctions to restore normal functioning.AI can speed this up on its own · core task · Seen in real AI use
Expand or modify system to serve new purposes or improve work flow.AI can speed this up on its own · core task · Seen in real AI use
Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.AI can speed this up on its own · core task · Seen in real AI use
Develop, document, and revise system design procedures, test procedures, and quality standards.AI can speed this up on its own · core task · Seen in real AI use
Assess the usefulness of pre-developed application packages and adapt them to a user environment.AI can speed this up on its own · core task · Seen in real AI use
Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs.AI can speed this up on its own · core task · Seen in real AI use
Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.AI can speed this up on its own · supplemental task · Seen in real AI use
Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.AI can speed this up on its own · supplemental task · Seen in real AI use
Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements.AI can speed this up on its own · supplemental task · Seen in real AI use
Determine computer software or hardware needed to set up or alter system.AI can speed this up on its own · supplemental task
Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.AI can speed this up on its own · supplemental task · Seen in real AI use
Specify inputs accessed by the system and plan the distribution and use of the results.AI can speed this up on its own · supplemental task
Confer with clients regarding the nature of the information processing or computation needs a computer program is to address.AI can speed this up with extra software · core task · Seen in real AI use
Train staff and users to work with computer systems and programs.AI can speed this up with extra software · core task · Seen in real AI use
Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared.AI can speed this up with extra software · core task · Seen in real AI use
Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems.AI can speed this up with extra software · core task · Seen in real AI use
Supervise computer programmers or other systems analysts or serve as project leaders for particular systems projects.AI can speed this up with extra software · supplemental task
Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation.AI can speed this up with extra software · supplemental task
Recommend new equipment or software packages.AI can speed this up with extra software · supplemental task · Seen in real AI use
Consult with management to ensure agreement on system principles.Little or no AI speed-up · core task
Interview or survey workers, observe job performance, or perform the job to determine what information is processed and how it is processed.Little or no AI speed-up · supplemental task

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Questions about computer systems analysts and AI

Will AI replace computer systems analysts?

Probably not entirely, but the job is likely to change a lot. Computer Systems Analysts score 75 out of 100 (high exposure), #34 of 923 US jobs. AI could speed up 20 of the job's 22 tasks, 13 of them on its own, while 2 see little or no speed-up. Exposure means the work is likely to change, not that the job will disappear.

Which computer systems analysts tasks can AI do?

The most exposed tasks include "Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems"; "Troubleshoot program and system malfunctions to restore normal functioning"; "Expand or modify system to serve new purposes or improve work flow".

Which computer systems analysts tasks are hardest for AI?

Tasks with little or no AI speed-up include "Consult with management to ensure agreement on system principles"; "Interview or survey workers, observe job performance, or perform the job to determine what information is processed and how it is processed".

Are people already using AI for this work?

Yes. In April–May 2026, 16 of the 22 tasks showed up in real conversations with Claude, according to the Anthropic Economic Index.

How many people work as computer systems analysts, and what do they earn?

About 519,530 people in the US, with median pay of $105,850 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.