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Automation Risk Analysis

Will “Bowling Ball Weigher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bowling Ball Weigher” 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%

“Bowling Ball Weigher” 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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles