TTTakeover Tracker
36%medium risk

Aerospace Engineers

SOC: 17-2011.00 · Job Zone 4 (Considerable preparation)

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.

MediumEst. full displacement: 20412051high confidence
Raw task score: 47.7Protective discount: 24.4%18 tasks scoredModel: v1.0_gemini-3-1-pro-preview_20260228

AI Impact Summary

Aerospace Engineers faces moderate AI displacement risk with a score of 36/100. Significant displacement is estimated between 2041 and 2051. Of 18 analyzed tasks, 2 are highly automatable, particularly in routine_cognitive. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

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

Protective Factors

Total protective discount: 24.4%

Skill Analysis

AI-Vulnerable Skills (6)

Mathematics10%

High reliance on Mathematics 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.

Reading Comprehension10%

High reliance on Reading Comprehension 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 (7)

Complex Problem Solving75%

Complex Problem Solving 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.

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.

Negotiation85%

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

Manual Dexterity80%

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

AI-Augmented Skills (5)

Critical ThinkingWritingJudgment and Decision MakingActive LearningSystems Analysis

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.

  • Information Ordering

    High reliance on Information Ordering 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.

  • 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.

  • Complex Problem Solving

    Complex Problem Solving 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.

  • Instructing

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

  • Social Perceptiveness

    Social Perceptiveness 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.

  • 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.

  • Systems Analysis

    Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Task Breakdown

18 tasks analyzed

Formulate mathematical models or other methods of computer analysis to develop, evaluate, or modify design, according to customer engineering requirements.

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 10%

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

Non-Routine AnalyticalAI: 40Risk: 43.0Time: 8%

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

Non-Routine InterpersonalAI: 25Risk: 25.0Time: 6%

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

Non-Routine AnalyticalAI: 45Risk: 45.0Time: 10%

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

Routine CognitiveAI: 85Risk: 83.2Time: 8%

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

Non-Routine AnalyticalAI: 50Risk: 47.0Time: 6%

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

Non-Routine InterpersonalAI: 15Risk: 21.0Time: 8%

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

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 7%

Direct aerospace research and development programs.

Non-Routine InterpersonalAI: 15Risk: 21.0Time: 5%

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

Non-Routine AnalyticalAI: 55Risk: 49.0Time: 6%

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

Non-Routine AnalyticalAI: 65Risk: 53.0Time: 6%

Maintain records of performance reports for future reference.

Routine CognitiveAI: 90Risk: 85.2Time: 4%

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

Non-Routine AnalyticalAI: 65Risk: 53.0Time: 3%

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

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 3%

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

Non-Routine AnalyticalAI: 55Risk: 49.0Time: 3%

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

Non-Routine AnalyticalAI: 50Risk: 47.0Time: 3%

Design or engineer filtration systems that reduce harmful emissions.

Non-Routine AnalyticalAI: 45Risk: 45.0Time: 2%

Evaluate biofuel performance specifications to determine feasibility for aerospace applications.

Non-Routine AnalyticalAI: 55Risk: 49.0Time: 2%

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Career Planning

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