What this occupation does
Computer systems analysts study an organisation's existing computer systems and procedures and design changes to make them more efficient, acting as the bridge between business needs and information technology. The role spans requirements analysis, system and data-flow design, cost-benefit analysis, testing and installation oversight, and translating between managers and technical teams.
The exposure score in context
The ILO 2025 refined Generative AI Occupational Exposure Index places computer systems analysts in the moderate exposure gradient. ILO 2025 places systems analysts in the moderate exposure gradient. Routine coding, test scripting, documentation, and first-line support are highly exposed to current generative AI; requirements elicitation, stakeholder translation, and system design under organisational constraints are augmentation-prone but not displaceable at task level.
The mapping uses ISCO-08 code 2511 (BLS-published SOC-to-ISCO crosswalk). The full methodology, including the dominant-match rule for one-to-many crosswalks, is at /methodology/#algorithm.
The top five tasks, classified
The top five O*NET 30.2 tasks for this occupation, each tagged Displaceable / Changing / Growing per the Brookings 2024 task-level rubric. The tag definitions are at /glossary/#displaceable-task, /glossary/#changing-task, and /glossary/#growing-task.
- Growing: Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering. Eliciting requirements, reconciling competing stakeholder needs, and designing a system that fits an organisation's constraints is the least substitutable task and grows as AI absorbs more routine build work.
- Changing: Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems. Generative AI accelerates modelling and prototyping; choosing which problem to solve and validating that the solution fits the business remains human judgement.
- Changing: Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems. Automated and AI-assisted testing and monitoring absorb routine effort; coordinating installation across teams and systems stays human-led.
- Changing: Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems. AI copilots and assistants handle routine, well-documented issues; diagnosing novel or cross-system problems and advising users remains a human task.
- Changing: Troubleshoot program and system malfunctions to restore normal functioning. AI diagnostics speed up fault isolation, but restoring service on an unfamiliar or interacting failure still relies on the analyst's system knowledge.
What is growing in this role
The BLS Employment Projections 2024-2034 outlook for computer systems analysts is much faster than average (+8.7% projected change, +45.5k jobs). Source: BLS Employment Projections 2024-2034.
Per the WEF Future of Jobs Report 2025, the top three growing skills relevant to this role are: Analytical thinking, Technological literacy, AI and big data. The skills are mapped to the occupation's O*NET skills profile.
Brookings 2024 places requirements analysis, systems design, and cross-functional coordination among the augmentation-prone tasks; routine coding, test scripting, and first-line support are exposed to substitution, while judgement-heavy design and stakeholder translation are augmentation-prone.
Similar occupations
O*NET 30.2 lists the following related roles. Each links to its own deep dive where one is published.
- Software Developers
- Data Scientists
- Computer and Information Research Scientists
- Computer and Information Systems Managers
- UI and UX Designers
Industry context
This role sits primarily in the Technology industry. The industry-level rollup includes the cross-occupation exposure profile and the BLS-published industry-level outlook.
How this assessment was made
The full methodology is at /methodology/: ILO 2025 refined index for the gradient, Brookings 2024 rubric for the task tags, BLS 2024-2034 for the growth outlook, WEF 2025 for the skills demand. The pre-empted critiques are at /how-to-argue-with-this/.