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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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles