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Automation Risk Analysis

Will “Clutch Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Clutch Inspector” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Clutch Inspector” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Recommend necessary corrective actions, based on inspection results.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Position products, components, or parts for testing.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Compute defect percentages or averages, using formulas and calculators.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Collect or select samples for testing or for use as models.

  • Notify supervisors or other personnel of production problems.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Analyze test data, making computations as necessary, to determine test results.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Compute usable amounts of items in shipments.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

Technologies & Software

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  • Apache Pig
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  • Atlassian JIRA
  • Dassault Systemes CATIA
  • DeepSeek
  • Data entry software
  • Statistical process control SPC data collection devices
  • Minitab
  • Label inspection systems
  • ABB AI Robotics
  • Microsoft SharePoint
  • Siemens Industrial AI
  • Qwen (Alibaba)
  • Microsoft Access
  • Apache Hive
  • The MathWorks MATLAB
  • Microsoft Outlook
  • Cognex Vision AI
  • R
  • Claude (Anthropic)
  • Kimi (Moonshot AI)
  • Structured query language SQL
  • Mastercam computer-aided design and manufacturing software
  • ChatGPT (OpenAI)
  • Extensible markup language XML
  • Mastercam Design
  • Computer assisted design software
  • IBM Notes
  • Inspection marking systems
  • Nova (Amazon)
  • Microsoft Excel
  • Tolerance analysis software
  • Design of experiments DOE software
  • Data analysis software
  • Medical condition coding software
  • Microsoft Word
  • Llama (Meta)
  • Rockwell Automation AI
  • Microsoft Visio
  • Coordinate measuring machine software
  • Verisurf Metrology
  • Sight Machine AI
  • Selenium
  • Gemini (Google)
  • Impact toughness testers
  • Viscometers
  • Moisture meters
  • Measuring microscopes
  • Resonance acceleration instruments
  • Hipot testers
  • Personal computers
  • Industrial bench scales
  • Magnetic particle flaw detectors
  • Creep and stress relaxation testers
  • Strain gauges
  • Capacitive acceleration instruments
  • Printed circuit board PCB testers
  • Penetrant flaw detectors
  • Piezoelectric acceleration instruments
  • Ammeters
  • Calipers
  • Beta gauges
  • Coordinate measuring machines CMM
  • Force transducers
  • Calorimetric leak testers
  • Eddy current probes
  • Pi tapes
  • Impact hammers
  • Sampling oscilloscopes
  • Ductility testers
  • Continuity testers
  • Digital resistance thermometers
  • Return loss calibrator RLC passive component testers
  • Power meters
  • Resistance meters
  • Laser thickness gauges
  • Frequency counters
  • Thread gauges
  • Shock testers
  • Manufacturing defect analyzers MDA
  • Bubble leak testers
  • Hydraulic lifts
  • Holographic interferometers
  • Conductivity meters
  • Backplane testers
  • Resistivity meters
  • Plug gauges
  • Signal generators
  • Pin gauges
  • Hydraulic pumps
  • Frequency meters
  • Optical gauges
  • Fatigue testers
  • Logic test systems
  • In-circuit testers
  • Hardness testers
  • Overhead cranes
  • Eddy current flaw detectors
  • Mass flow leak testers
  • Function generators
  • Verisurf CMM Master
  • Vibration and shaker systems
  • Tensile testers
  • Pulse generators
  • Direct current DC power testers
  • Gloss meters
  • Multimeters
  • Linear or mixed signal equipment
  • Null-balance acceleration instruments
  • Color spectrometers
  • Magnetic induction acceleration instruments
  • Laser shearography flaw detectors
  • Sorting machines
  • Plotters
  • Utrasonic flaw detectors
  • Radiographic flaw detectors
  • Micrometers
  • Digital multimeters
  • Height gauges
  • Depth gauges
  • Metallurgical microscopes
  • Accelerometers
  • Verisurf Master3DGage
  • Optical comparators
  • Environmental chambers
  • Forklifts
  • Shear testers
  • Digital resistance meters
  • Bit error rate testers BERT
  • Digital voltmeters DVM
  • Verisurf 3Dgage
  • Compression testers

Alternative Job Titles