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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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles