AITakeover Tracker
45%medium risk

Quality Control Analysts

Conduct tests to determine quality of raw materials, bulk intermediate and finished products. May conduct stability sample tests.

Higher risk than 91% of occupations

AI Impact Summary

Quality Control Analysts faces moderate AI displacement risk with a score of 45/100. This occupation has higher AI displacement risk than 91% of all analyzed occupations. Of 26 analyzed tasks, 9 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)

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.

Information Ordering5%

High reliance on Information Ordering 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 (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.

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.

Service Orientation82%

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

Negotiation85%

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

AI-Augmented Skills (7)

MonitoringWritingCritical ThinkingJudgment and Decision MakingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Quality Control Analysts 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

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7pt risk+$3K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-5.2pt risk+$3K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Coursera

Inspired Leadership Through Emotional Intelligence

by Case Western Reserve University

32 hours$49/mo4.8Certificate
Strengthens resilience: Adaptability/Flexibility

Estimated Impact

-3.7pt risk+$3K/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

Less than High School2%
High School Diploma21%
Some College2%
Post-Secondary Certificate21%
Associate's Degree10%
Bachelor's Degree43%
Doctoral/Professional Degree1%

Prior Experience Needed

Work experience required to enter this job

None21%
Up to 1 month3%
1-3 months11%
3-6 months11%
6 months - 1 year19%
1-2 years5%
2-4 years12%
4-6 years18%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month11%
1-3 months25%
3-6 months28%
6 months - 1 year11%
1-2 years19%
2-4 years5%

How AI Impacts Each Task

26 tasks analyzed

Conduct routine and non-routine analyses of in-process materials, raw materials, environmental samples, finished goods, or stability samples.

Risk: 76.0%AI: 67EstimatedTime: 10%

Interpret test results, compare them to established specifications and control limits, and make recommendations on appropriateness of data for release.

Risk: 84.0%AI: 87EstimatedTime: 8%

Perform visual inspections of finished products.

Risk: 65.0%AI: 80EstimatedTime: 5%

Compile laboratory test data and perform appropriate analyses.

Risk: 68.3%AI: 47.72ObservedTime: 6%

Complete documentation needed to support testing procedures, including data capture forms, equipment logbooks, or inventory forms.

Risk: 86.0%AI: 92EstimatedTime: 6%

Calibrate, validate, or maintain laboratory equipment.

Risk: 52.4%AI: 48.52ObservedTime: 4%

Participate in out-of-specification and failure investigations and recommend corrective actions.

Risk: 49.0%AI: 55EstimatedTime: 5%

Supply quality control data necessary for regulatory submissions.

Risk: 84.0%AI: 87EstimatedTime: 3%

Receive and inspect raw materials.

Risk: 53.0%AI: 50EstimatedTime: 3%

Investigate or report questionable test results.

Risk: 51.0%AI: 60EstimatedTime: 4%

Perform validations or transfers of analytical methods in accordance with applicable policies or guidelines.

Risk: 43.0%AI: 40EstimatedTime: 4%

Ensure that lab cleanliness and safety standards are maintained.

Risk: 47.0%AI: 35EstimatedTime: 3%

Identify quality problems and recommend solutions.

Risk: 51.0%AI: 60EstimatedTime: 4%

Write technical reports or documentation, such as deviation reports, testing protocols, and trend analyses.

Risk: 57.0%AI: 75EstimatedTime: 3%

Review data from contract laboratories to ensure accuracy and regulatory compliance.

Risk: 86.0%AI: 92EstimatedTime: 3%

Monitor testing procedures to ensure that all tests are performed according to established item specifications, standard test methods, or protocols.

Risk: 78.0%AI: 72EstimatedTime: 3%

Serve as a technical liaison between quality control and other departments, vendors, or contractors.

Risk: 23.0%AI: 20EstimatedTime: 3%

Train other analysts to perform laboratory procedures and assays.

Risk: 27.0%AI: 30EstimatedTime: 3%

Coordinate testing with contract laboratories and vendors.

Risk: 84.0%AI: 87EstimatedTime: 2%

Identify and troubleshoot equipment problems.

Risk: 37.0%AI: 70ObservedTime: 3%

Participate in internal assessments and audits as required.

Risk: 76.0%AI: 67EstimatedTime: 3%

Write or revise standard quality control operating procedures.

Risk: 55.0%AI: 70EstimatedTime: 3%

Develop and qualify new testing methods.

Risk: 41.0%AI: 35EstimatedTime: 3%

Evaluate analytical methods and procedures to determine how they might be improved.

Risk: 49.0%AI: 55EstimatedTime: 2%

Prepare or review required method transfer documentation including technical transfer protocols or reports.

Risk: 86.0%AI: 92EstimatedTime: 2%

Evaluate new technologies and methods to make recommendations regarding their use.

Risk: 52.5%AI: 63.8ObservedTime: 2%

Protective Factors

Total protective discount: 28.2%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailIntegrityCooperationAdaptability/FlexibilityDependabilityIndependenceSelf ControlInitiativeAnalytical ThinkingStress TolerancePersistenceConcern for Others

Wage & Employment (2024)

Median Wage

$60,130

per year

Mean Wage

$64,640

per year

Employment

71K

workers

Wage Range

$37,310 - $101,870

10th - 90th pct

Wage Distribution

$37,310Median: $60,130$101,870
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Quality Control Analysts professionals should diversify beyond them.

  • 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.

  • Information Ordering

    High reliance on Information Ordering 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.

  • 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.

  • 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.

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Monitoring

    Monitoring 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.

  • 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.

Score History

Risk score over 2 scoring runs

+2.6

overall change

Checking for existing plan...