Computer Systems Engineers/Architects
Design and develop solutions to complex applications problems, system administration issues, or network concerns. Perform systems management and integration functions.
How AI Impacts Each Task
28 tasks analyzed
Verify stability, interoperability, portability, security, or scalability of system architecture.
Develop system engineering, software engineering, system integration, or distributed system architectures.
Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components.
Communicate with staff or clients to understand specific system requirements.
Identify system data, hardware, or software components required to meet user needs.
Research, test, or verify proper functioning of software patches and fixes.
Provide advice on project costs, design concepts, or design changes.
Perform security analyses of developed or packaged software components.
Provide technical guidance or support for the development or troubleshooting of systems.
Document design specifications, installation instructions, and other system-related information.
Communicate project information through presentations, technical reports, or white papers.
Define and analyze objectives, scope, issues, or organizational impact of information systems.
Monitor system operation to detect potential problems.
Design and conduct hardware or software tests.
Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability.
Provide customers or installation teams guidelines for implementing secure systems.
Establish functional or system standards to address operational requirements, quality requirements, and design constraints.
Investigate system component suitability for specified purposes and make recommendations regarding component use.
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions.
Develop or approve project plans, schedules, or budgets.
Develop efficient and effective system controllers.
Evaluate existing systems to determine effectiveness and suggest changes to meet organizational requirements.
Direct the analysis, development, and operation of complete computer systems.
Configure servers to meet functional specifications.
Develop application-specific software.
Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software.
Direct the installation of operating systems, network or application software, or computer or network hardware.
Train system users in system operation or maintenance.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Verify stability, interoperability, portability, security, or scalability of system architecture. | 62.5Observed | 52.0% | 6% | |
| Develop system engineering, software engineering, system integration, or distributed system architectures. | 69.75Observed | 54.9% | 7% | |
| Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components. | 67.42Observed | 42.0% | 5% | |
| Communicate with staff or clients to understand specific system requirements. | 46.8Observed | 33.7% | 5% | |
| Identify system data, hardware, or software components required to meet user needs. | 50.6Observed | 47.2% | 5% | |
| Research, test, or verify proper functioning of software patches and fixes. | 65Estimated | 53.0% | 4% | |
| Provide advice on project costs, design concepts, or design changes. | 63.68Observed | 40.5% | 3% | |
| Perform security analyses of developed or packaged software components. | 36.38Observed | 41.6% | 4% | |
| Provide technical guidance or support for the development or troubleshooting of systems. | 65.77Observed | 41.3% | 4% | |
| Document design specifications, installation instructions, and other system-related information. | 56.88Observed | 72.0% | 4% | |
| Communicate project information through presentations, technical reports, or white papers. | 60Estimated | 39.0% | 3% | |
| Define and analyze objectives, scope, issues, or organizational impact of information systems. | 48.75Observed | 46.5% | 4% | |
| Monitor system operation to detect potential problems. | 92Estimated | 86.0% | 3% | |
| Design and conduct hardware or software tests. | 60Estimated | 51.0% | 4% | |
| Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability. | 64.58Observed | 52.8% | 4% | |
| Provide customers or installation teams guidelines for implementing secure systems. | 50Estimated | 35.0% | 3% | |
| Establish functional or system standards to address operational requirements, quality requirements, and design constraints. | 50Estimated | 47.0% | 3% | |
| Investigate system component suitability for specified purposes and make recommendations regarding component use. | 55Estimated | 49.0% | 3% | |
| Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions. | 66.22Observed | 53.5% | 3% | |
| Develop or approve project plans, schedules, or budgets. | 73.8Observed | 56.5% | 3% | |
| Develop efficient and effective system controllers. | 65Estimated | 53.0% | 3% | |
| Evaluate existing systems to determine effectiveness and suggest changes to meet organizational requirements. | 52.18Observed | 47.9% | 3% | |
| Direct the analysis, development, and operation of complete computer systems. | 30Estimated | 27.0% | 3% | |
| Configure servers to meet functional specifications. | 58.27Observed | 72.5% | 3% | |
| Develop application-specific software. | 63Observed | 52.2% | 3% | |
| Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software. | 56.6Observed | 71.8% | 3% | |
| Direct the installation of operating systems, network or application software, or computer or network hardware. | 25Estimated | 25.0% | 2% | |
| Train system users in system operation or maintenance. | 45Estimated | 33.0% | 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 Mathematics 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.
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.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
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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
Training Provided After Hiring
How long it typically takes to learn on the job
Related News
Recent articles about AI affecting this occupation
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How AI is Reshaping Daily Workflows for Software Engineers
AI integration has moved past basic coding assistance to deeply permeate every aspect of software engineering workflows. Developers must now adapt to an environment where AI handles routine tasks, shifting human focus to higher-level system design.
Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis