AITakeover Tracker
26%medium risk

Aerospace Engineering and Operations Technicians

SOC: 17-3021.00 · Job Zone 4 (Considerable preparation)

Operate, install, calibrate, and maintain integrated computer/communications systems, consoles, simulators, and other data acquisition, test, and measurement instruments and equipment, which are used to launch, track, position, and evaluate air and space vehicles. May record and interpret test data.

MediumEst. full displacement: 20462076high confidence
Raw task score: 35.1Protective discount: 25.3%11 tasks scoredModel: v1.0_gemini-3-1-pro-preview_20260228

AI Impact Summary

Aerospace Engineering and Operations Technicians faces moderate AI displacement risk with a score of 26/100. Significant displacement is estimated between 2046 and 2076. Of 11 analyzed tasks, 1 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

$79,830

per year

Mean Wage

$86,330

per year

Employment

9K

workers

Wage Range

$53,730 - $120,440

10th - 90th pct

Wage Distribution

$53,730Median: $79,830$120,440

Protective Factors

Total protective discount: 25.3%

Skill Analysis

AI-Vulnerable Skills (6)

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.

Mathematics10%

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

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.

Social Perceptiveness90%

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

Coordination70%

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

Manual Dexterity80%

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

Instructing75%

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

Negotiation85%

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

Persuasion80%

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

AI-Augmented Skills (5)

Critical ThinkingJudgment and Decision MakingActive LearningWritingSystems Analysis

Recommendations

Skills to Develop

These skills are at risk from AI automation. Aerospace Engineering and Operations Technicians professionals should diversify beyond them.

  • 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.

  • Mathematics

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

  • 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.

  • Social Perceptiveness

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

  • Coordination

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

  • Manual Dexterity

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

  • Instructing

    Instructing 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.

  • 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.

  • Writing

    Writing 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

11 tasks analyzed

Construct and maintain test facilities for aircraft parts and systems, according to specifications.

Non-Routine ManualAI: 5Risk: 11.0Time: 8%

Inspect, diagnose, maintain, and operate test setups and equipment to detect malfunctions.

Non-Routine ManualAI: 10Risk: 13.0Time: 12%

Operate and calibrate computer systems and devices to comply with test requirements and to perform data acquisition and analysis.

Routine CognitiveAI: 80Risk: 81.2Time: 10%

Record and interpret test data on parts, assemblies, and mechanisms.

Non-Routine AnalyticalAI: 70Risk: 55.0Time: 12%

Test aircraft systems under simulated operational conditions, performing systems readiness tests and pre- and post-operational checkouts, to establish design or fabrication parameters.

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 15%

Fabricate and install parts and systems to be tested in test equipment, using hand tools, power tools, and test instruments.

Non-Routine ManualAI: 0Risk: 9.0Time: 12%

Confer with engineering personnel regarding details and implications of test procedures and results.

Non-Routine InterpersonalAI: 25Risk: 25.0Time: 10%

Adjust, repair or replace faulty components of test setups and equipment.

Non-Routine ManualAI: 0Risk: 9.0Time: 8%

Identify required data, data acquisition plans and test parameters, setting up equipment to conform to these specifications.

Non-Routine AnalyticalAI: 50Risk: 47.0Time: 9%

Finish vehicle instrumentation and deinstrumentation.

Routine ManualAI: 30Risk: 45.0Time: 2%

Exchange cooling system components in various vehicles.

Routine ManualAI: 30Risk: 45.0Time: 2%

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Career Planning

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