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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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles