Takeover Tracker
30%medium risk

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.

Higher risk than 40% of occupations
Checking for existing plan...

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.

Risk: 49.0%AI: 55EstimatedTime: 10%

Plan or conduct experimental, environmental, operational, or stress tests on models or prototypes of aircraft or aerospace systems or equipment.

Risk: 41.0%AI: 35EstimatedTime: 9%

Plan or coordinate activities concerned with investigating and resolving customers' reports of technical problems with aircraft or aerospace vehicles.

Risk: 27.0%AI: 30EstimatedTime: 5%

Formulate conceptual design of aeronautical or aerospace products or systems to meet customer requirements or conform to environmental regulations.

Risk: 47.0%AI: 50EstimatedTime: 10%

Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers.

Risk: 70.9%AI: 54.12ObservedTime: 6%

Diagnose performance problems by reviewing performance reports or documentation from customers or field engineers or inspecting malfunctioning or damaged products.

Risk: 47.0%AI: 50EstimatedTime: 6%

Direct or coordinate activities of engineering or technical personnel involved in designing, fabricating, modifying, or testing of aircraft or aerospace products.

Risk: 23.0%AI: 20EstimatedTime: 8%

Evaluate product data or design from inspections or reports for conformance to engineering principles, customer requirements, environmental regulations, or quality standards.

Risk: 51.0%AI: 60EstimatedTime: 8%

Direct aerospace research and development programs.

Risk: 23.0%AI: 20EstimatedTime: 4%

Develop design criteria for aeronautical or aerospace products or systems, including testing methods, production costs, quality standards, environmental standards, or completion dates.

Risk: 47.0%AI: 50EstimatedTime: 6%

Analyze project requests, proposals, or engineering data to determine feasibility, productibility, cost, or production time of aerospace or aeronautical products.

Risk: 49.0%AI: 55EstimatedTime: 6%

Maintain records of performance reports for future reference.

Risk: 86.0%AI: 92EstimatedTime: 3%

Research new materials to determine quality or conformance to environmental standards.

Risk: 51.0%AI: 60EstimatedTime: 3%

Evaluate and approve selection of vendors by studying past performance or new advertisements.

Risk: 65.2%AI: 40ObservedTime: 2%

Review aerospace engineering designs to determine how to reduce negative environmental impacts.

Risk: 49.0%AI: 55EstimatedTime: 2%

Design new or modify existing aerospace systems to reduce polluting emissions, such as nitrogen oxide, carbon monoxide, or smoke emissions.

Risk: 47.0%AI: 50EstimatedTime: 2%

Develop software for aerospace systems.

Risk: 49.0%AI: 55EstimatedTime: 5%

Evaluate biofuel performance specifications to determine feasibility for aerospace applications.

Risk: 49.0%AI: 55EstimatedTime: 2%

Design or engineer filtration systems that reduce harmful emissions.

Risk: 47.0%AI: 50EstimatedTime: 3%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

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/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

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

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-7.9pt risk+$8K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.6pt risk+$8K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Pluralsightadvanced

Design Patterns in C# and .NET

by Pluralsight

20 hours$29/mo4.6
Strengthens resilience: Complex Problem Solving

Estimated Impact

-2.2pt risk+$5K/yr salary

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 transitions

Score History

Risk score over 3 scoring runs

-5.8

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Associate's Degree8%
Bachelor's Degree59%
Doctoral/Professional Degree33%

Prior Experience Needed

Work experience required to enter this job

None7%
6 months - 1 year7%
1-2 years9%
2-4 years32%
4-6 years20%
6-8 years8%
8-10 years10%
Over 10 years7%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month26%
1-3 months8%
3-6 months8%
6 months - 1 year34%
1-2 years17%
6-8 years7%

Related News

Recent articles about AI affecting this occupation

2 articles

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.

Wired AIApr 23

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.

StratecheryApr 22

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis