AITakeover 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.

Green Enhanced SkillsHigher risk than 40% of occupations

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)

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.

AI-Augmented Skills (7)

Critical ThinkingWritingMonitoringJudgment and Decision MakingActive LearningSystems AnalysisTechnology Design

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.

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%

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%

Protective Factors

Total protective discount: 30.6%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailAnalytical ThinkingDependabilityAdaptability/FlexibilityInitiativeStress ToleranceAchievement/EffortPersistenceInnovationCooperationIntegrityIndependence

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

$85,350Median: $134,830$205,850
Career Planning

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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

-5.8

overall change

Checking for existing plan...