Computer Systems Analysts
Analyze science, engineering, business, and other data processing problems to implement and improve computer systems. Analyze user requirements, procedures, and problems to automate or improve existing systems and review computer system capabilities, workflow, and scheduling limitations. May analyze or recommend commercially available software.
AI Impact Summary
Computer Systems Analysts faces moderate AI displacement risk with a score of 37/100. This occupation has higher AI displacement risk than 49% of all analyzed occupations. Of 22 analyzed tasks, 2 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
6
AI-Vulnerable
7
AI-Resistant
5
AI-Augmented
AI-Vulnerable
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
AI-Resistant
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
22 tasks analyzed
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.
Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.
Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.
| Task | AI Capability | Risk | Time % |
|---|---|---|---|
| Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems. | 65 | 53.0% | 8% |
| Troubleshoot program and system malfunctions to restore normal functioning. | 65 | 53.0% | 8% |
| Expand or modify system to serve new purposes or improve work flow. | 60 | 51.0% | 7% |
| Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems. | 65 | 53.0% | 6% |
| Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology. | 70 | 55.0% | 4% |
Protective Factors
Total protective discount: 22.4%
Essential Soft Skills
Traits that are hard for AI to replicate
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
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