Occupation baseline · Research consensus
Will AI replace Computer Systems Analysts?
Baseline AI displacement risk for Computer Systems Analysts, aggregated from 12 research sources.
What this score means
Computer Systems Analysts sits in the middle of the exposure range for Technology. Routine parts of the job are starting to automate, but much of it still depends on judgment, relationships, and context that today's models handle poorly. At 49 out of 100 it scores 6 points below the Technology average of 55. Across the 12 sources behind this baseline, individual estimates run from 32 to 64, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Computer Systems Analysts, most central first, showing 12 of 22.
- 01Troubleshoot program and system malfunctions to restore normal functioning.
- 02Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems.
- 03Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.
- 04Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.
- 05Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared.
- 06Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.
- 07Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.
- 08Consult with management to ensure agreement on system principles.
- 09Specify inputs accessed by the system and plan the distribution and use of the results.
- 10Expand or modify system to serve new purposes or improve work flow.
- 11Train staff and users to work with computer systems and programs.
- 12Assess the usefulness of pre-developed application packages and adapt them to a user environment.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 12 research sources that scored Computer Systems Analysts for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01AI Will Reshape More Jobs Than It Replaces · 2026BCG Henderson Institute (2026)
- 02Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 03Crashing Waves vs. Rising Tides: Preliminary Findings on AI Automation from Thousands of Worker Evaluations of Labor Market Tasks · 2026Mertens, Thompson et al., MIT FutureTech (2026)
- 04Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 05The AI Jobs Transition Framework: Mapping AI's Near-Term Impact on Jobs · 2026OpenAI Economic Research (2026)
- 06WORKBank: Expert-Rated Automation Capacity of Occupational Tasks · 2026Shao, Zope, Jiang, Pei, Nguyen, Brynjolfsson, Yang, Stanford (2026)
- 07Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
- 08Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 09A new future of work: The race to deploy AI and raise skills in Europe and beyond · 2024McKinsey Global Institute (2024)
- 10GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 11AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
- 12Generative AI and the Future of Work in America · 2023McKinsey Global Institute (2023)
Common questions
- How likely is AI to replace Computer Systems Analysts?
- Published research puts Computer Systems Analysts at 49 out of 100 for AI displacement risk, in the transitioning band. The number is a weighted consensus of 12 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Computer Systems Analysts?
- Only partly. Individual estimates for Computer Systems Analysts run from 32 to 64 out of 100 across the 12 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which technology roles face similar AI exposure?
- The closest published technology roles to Computer Systems Analysts by score are Health Informatics Specialists (49/100), Information Technology Project Managers (50/100), and Video Game Designers (50/100). Each has its own page with the research behind its number.
Also covers
Applications Analyst · Applications Systems Analyst · Automatic Data Processing Planner (ADP Planner) · BA · Business Analyst · Business Systems Analyst · Computer Analyst · Computer Architect and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
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More technology occupations
- Information Security Analysts51/100
- Penetration Testers51/100
- Telecommunications Engineering Specialists51/100
- Information Technology Project Managers50/100
- Video Game Designers50/100
- Health Informatics Specialists49/100
- Computer Network Architects48/100
- Software Developers47/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.