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.
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.
Consult with management to ensure agreement on system principles.
Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.
Confer with clients regarding the nature of the information processing or computation needs a computer program is to address.
Supervise computer programmers or other systems analysts or serve as project leaders for particular systems projects.
Train staff and users to work with computer systems and programs.
Coordinate and link the computer systems within an organization to increase compatibility and so information can be shared.
Develop, document and revise system design procedures, test procedures, and quality standards.
Assess the usefulness of pre-developed application packages and adapt them to a user environment.
Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs.
Provide staff and users with assistance solving computer related problems, such as malfunctions and program problems.
Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements.
Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling and information engineering.
Determine computer software or hardware needed to set up or alter system.
Interview or survey workers, observe job performance or perform the job to determine what information is processed and how it is processed.
Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation.
Specify inputs accessed by the system and plan the distribution and use of the results.
Recommend new equipment or software packages.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems. | 41.3Observed | 43.5% | 8% | |
| Troubleshoot program and system malfunctions to restore normal functioning. | 60Estimated | 51.0% | 8% | |
| Expand or modify system to serve new purposes or improve work flow. | 55Estimated | 49.0% | 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. | 56.57Observed | 49.6% | 6% | |
| Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology. | 51.52Observed | 47.6% | 5% | |
| Consult with management to ensure agreement on system principles. | 20Estimated | 23.0% | 4% | |
| Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes. | 50.08Observed | 47.0% | 5% | |
| Confer with clients regarding the nature of the information processing or computation needs a computer program is to address. | 59.62Observed | 38.9% | 5% | |
| Supervise computer programmers or other systems analysts or serve as project leaders for particular systems projects. | 15Estimated | 21.0% | 4% | |
| Train staff and users to work with computer systems and programs. | 35Estimated | 29.0% | 4% | |
| Coordinate and link the computer systems within an organization to increase compatibility and so information can be shared. | 50Estimated | 47.0% | 5% | |
| Develop, document and revise system design procedures, test procedures, and quality standards. | 90Estimated | 85.2% | 5% | |
| Assess the usefulness of pre-developed application packages and adapt them to a user environment. | 50.28Observed | 47.1% | 4% | |
| Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs. | 64.85Observed | 52.9% | 5% | |
| Provide staff and users with assistance solving computer related problems, such as malfunctions and program problems. | 47.05Observed | 33.8% | 5% | |
| Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements. | 50.32Observed | 69.3% | 3% | |
| Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling and information engineering. | 60.85Observed | 51.3% | 5% | |
| Determine computer software or hardware needed to set up or alter system. | 71.8Observed | 55.7% | 3% | |
| Interview or survey workers, observe job performance or perform the job to determine what information is processed and how it is processed. | 30Estimated | 27.0% | 3% | |
| Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation. | 68.6Observed | 54.4% | 2% | |
| Specify inputs accessed by the system and plan the distribution and use of the results. | 32.5Observed | 40.0% | 3% | |
| Recommend new equipment or software packages. | 68.75Observed | 54.5% | 2% |
Skill Impact Analysis
AI-Vulnerable Skills (6)
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.
High reliance on Programming is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Recommended Courses
Courses matched to Computer Systems Analysts skill gaps, ranked by relevance to your displacement risk profile.
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Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
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AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Systems Thinking In Practice
by The Open University
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Strengthen Your Edge
Double down on skills AI can't replicate
Inspired Leadership Through Emotional Intelligence
by Case Western Reserve University
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
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Score History
Risk score over 3 scoring runs
overall change
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
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Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis