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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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles