Aerospace Engineers
Perform engineering duties in designing, constructing, and testing aircraft, missiles, and spacecraft. May conduct basic and applied research to evaluate adaptability of materials and equipment to aircraft design and manufacture. May recommend improvements in testing equipment and techniques.
How AI Impacts Each Task
19 tasks analyzed
Formulate mathematical models or other methods of computer analysis to develop, evaluate, or modify design, according to customer engineering requirements.
Plan or conduct experimental, environmental, operational, or stress tests on models or prototypes of aircraft or aerospace systems or equipment.
Plan or coordinate activities concerned with investigating and resolving customers' reports of technical problems with aircraft or aerospace vehicles.
Formulate conceptual design of aeronautical or aerospace products or systems to meet customer requirements or conform to environmental regulations.
Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers.
Diagnose performance problems by reviewing performance reports or documentation from customers or field engineers or inspecting malfunctioning or damaged products.
Direct or coordinate activities of engineering or technical personnel involved in designing, fabricating, modifying, or testing of aircraft or aerospace products.
Evaluate product data or design from inspections or reports for conformance to engineering principles, customer requirements, environmental regulations, or quality standards.
Direct aerospace research and development programs.
Develop design criteria for aeronautical or aerospace products or systems, including testing methods, production costs, quality standards, environmental standards, or completion dates.
Analyze project requests, proposals, or engineering data to determine feasibility, productibility, cost, or production time of aerospace or aeronautical products.
Maintain records of performance reports for future reference.
Research new materials to determine quality or conformance to environmental standards.
Evaluate and approve selection of vendors by studying past performance or new advertisements.
Review aerospace engineering designs to determine how to reduce negative environmental impacts.
Design new or modify existing aerospace systems to reduce polluting emissions, such as nitrogen oxide, carbon monoxide, or smoke emissions.
Develop software for aerospace systems.
Evaluate biofuel performance specifications to determine feasibility for aerospace applications.
Design or engineer filtration systems that reduce harmful emissions.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Formulate mathematical models or other methods of computer analysis to develop, evaluate, or modify design, according to customer engineering requirements. | 55Estimated | 49.0% | 10% | |
| Plan or conduct experimental, environmental, operational, or stress tests on models or prototypes of aircraft or aerospace systems or equipment. | 35Estimated | 41.0% | 9% | |
| Plan or coordinate activities concerned with investigating and resolving customers' reports of technical problems with aircraft or aerospace vehicles. | 30Estimated | 27.0% | 5% | |
| Formulate conceptual design of aeronautical or aerospace products or systems to meet customer requirements or conform to environmental regulations. | 50Estimated | 47.0% | 10% | |
| Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers. | 54.12Observed | 70.9% | 6% | |
| Diagnose performance problems by reviewing performance reports or documentation from customers or field engineers or inspecting malfunctioning or damaged products. | 50Estimated | 47.0% | 6% | |
| Direct or coordinate activities of engineering or technical personnel involved in designing, fabricating, modifying, or testing of aircraft or aerospace products. | 20Estimated | 23.0% | 8% | |
| Evaluate product data or design from inspections or reports for conformance to engineering principles, customer requirements, environmental regulations, or quality standards. | 60Estimated | 51.0% | 8% | |
| Direct aerospace research and development programs. | 20Estimated | 23.0% | 4% | |
| Develop design criteria for aeronautical or aerospace products or systems, including testing methods, production costs, quality standards, environmental standards, or completion dates. | 50Estimated | 47.0% | 6% | |
| Analyze project requests, proposals, or engineering data to determine feasibility, productibility, cost, or production time of aerospace or aeronautical products. | 55Estimated | 49.0% | 6% | |
| Maintain records of performance reports for future reference. | 92Estimated | 86.0% | 3% | |
| Research new materials to determine quality or conformance to environmental standards. | 60Estimated | 51.0% | 3% | |
| Evaluate and approve selection of vendors by studying past performance or new advertisements. | 40Observed | 65.2% | 2% | |
| Review aerospace engineering designs to determine how to reduce negative environmental impacts. | 55Estimated | 49.0% | 2% | |
| Design new or modify existing aerospace systems to reduce polluting emissions, such as nitrogen oxide, carbon monoxide, or smoke emissions. | 50Estimated | 47.0% | 2% | |
| Develop software for aerospace systems. | 55Estimated | 49.0% | 5% | |
| Evaluate biofuel performance specifications to determine feasibility for aerospace applications. | 55Estimated | 49.0% | 2% | |
| Design or engineer filtration systems that reduce harmful emissions. | 50Estimated | 47.0% | 3% |
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
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.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming 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.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Recommended Courses
Courses matched to Aerospace Engineers skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
Machine Learning Specialization
by Stanford / DeepLearning.AI
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Creative Writing Specialization
by Wesleyan University
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Design Patterns in C# and .NET
by Pluralsight
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.
Alternate Career Paths
See all transitionsAdvertising and Promotions Managers
31%Higher risk than 43% of other occupations
Chief Executives
26%Higher risk than 23% of other occupations
Computer and Information Systems Managers
31%Higher risk than 45% of other occupations
Electrical Engineers
34%Median salary: $111,910
Higher risk than 63% of other occupations
Electronics Engineers, Except Computer
33%Median salary: $127,590
Higher risk than 58% of other occupations
Energy Engineers
30%Median salary: $117,750
Higher risk than 36% of other occupations
Fire-Prevention and Protection Engineers
28%Median salary: $109,660
Higher risk than 31% of other occupations
General and Operations Managers
28%Higher risk than 29% of other occupations
Logistics Engineers
31%Median salary: $80,880
Higher risk than 47% of other occupations
Marketing Managers
30%Higher risk than 38% of other occupations
Materials Engineers
32%Median salary: $108,310
Higher risk than 49% of other occupations
Mechanical Engineers
30%Median salary: $102,320
Higher risk than 41% of other occupations
Nuclear Engineers
31%Median salary: $127,520
Higher risk than 46% of other occupations
Product Safety Engineers
35%Median salary: $109,660
Higher risk than 66% of other occupations
Sales Managers
25%Higher risk than 20% of other occupations
Validation Engineers
38%Median salary: $117,750
Higher risk than 74% of other occupations
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
Related News
Recent articles about AI affecting this occupation

SpaceX Adopts Cursor AI Coding Tool Amid Tech Leadership Shifts
SpaceX has partnered with AI coding assistant Cursor, signaling a major adoption of automated development tools in aerospace engineering. Elite engineering teams are rapidly integrating AI to accelerate their technical output.

SpaceX Equips Engineers with Cursor AI Coding Tools
SpaceX is integrating the AI coding assistant Cursor into its engineering workflows, signaling a major shift in how top-tier aerospace developers write code. Apple's leadership changes also suggest a pivot toward hardware differentiation.
Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis