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.
AI Impact Summary
Aerospace Engineers faces moderate AI displacement risk with a score of 30/100. This occupation has higher AI displacement risk than 40% of all analyzed occupations. Of 19 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
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.
AI-Augmented Skills (7)
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.
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
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% |
Protective Factors
Total protective discount: 30.6%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$134,830
per year
Mean Wage
$141,180
per year
Employment
68K
workers
Wage Range
$85,350 - $205,850
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Aerospace Engineers professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Persuasion
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 3 scoring runs
overall change