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Automation Risk Analysis

Will “Gear Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Gear 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%

“Gear 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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles