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Automation Risk Analysis

Will “Balance Wheel Motion Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Balance Wheel Motion 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%

“Balance Wheel Motion 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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

Alternative Job Titles