Computer and Mathematical · United States (national)
Computer Systems Analysts
How exposed this work is to automation, shown as ranges with the reasoning and sources.
The short version: this role is moderately exposed to automation, and meaningful change looks likely over the next 5 to 10 years.
It is a sourced range, not a verdict, and the detail is below.
Built on O*NET tasks, BLS pay and projections, and peer-reviewed AI-exposure research. Sources shown.
Data snapshot SNAPSHOT-2026-11-06. How it works
AI / softwarerange 35.1 to 59.1
Physical / roboticsrange 11.2 to 35.2
When the change is likely
Partial, 5 to 10 yearslocal demand stable
What to do about it
Use AI to outpace AI.
Strategies to protect your livelihood, most important first.
1
Use your 5 to 10 year runway
Change here is gradual. Build resilient skills steadily and watch the signals rather than waiting for a shock.
2
Lean into the human edge
The exposed parts are routine and cognitive. Invest in judgment, client relationships, and complex problem-solving that AI still cannot do.
3
Pivot toward Software Developers
It is skill-adjacent and less exposed (44.7 vs 47). A lateral move now beats a forced one later.
4
Build a financial buffer
Keep 6 to 12 months of expenses and diversify your income, so a disruption is a setback rather than a catastrophe.
5
Add a recognised credential
A certification or license raises the bar against automation and signals value in a tightening market.
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Which of my tasks are exposed
Troubleshoot program and system malfunctions to restore normal functioning.
50.0
Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems.
50.0
Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.
50.0
Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.
50.0
Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared.
50.0
Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.
50.0
Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.
50.0
Consult with management to ensure agreement on system principles.
100.0
Longer, orange bars are more automatable; short green bars are resistant.
What is driving my result
lowers risk
raises risk
Task: Consult with management to ensure agreement on system principles.
Task: Troubleshoot program and system malfunctions to restore normal functioning.
Lower-risk adjacent roles
Software Developers
44.7
A full, ranked mitigation plan is part of the paid tiers.
How this score is calculated
Map Computer Systems Analysts to its standard O*NET task list (8 core tasks).
Score each task for AI/software exposure (Eloundou et al. 2023) and physical/robotics exposure (an O*NET work-context proxy), each 0 to 100.
The two axis scores are the task averages: AI 47.1, robotics 23.2.
The timeline comes from the higher axis (47.1), shifted for local demand (stable), and seniority. It is read against your remaining working years.
Ranges are about ±12 points. A backtest against real BLS employment change shows the risk ranking holds in aggregate, but individual outcomes are predicted weakly, so results are ranges, never a flat verdict.
Sources: O*NET, Eloundou et al. (2023), GPTs are GPTs, O*NET Work Context, BLS CPI-U, BLS OEWS.
Snapshot SNAPSHOT-2026-11-06. Full method and backtest on How it works.