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Automation Risk Analysis

Will “Motorcycle Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Motorcycle Tester” 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%

“Motorcycle Tester” 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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles