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Automation Risk Analysis

Will “Bowling Ball Grader” 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 Grader” 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 Grader” 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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles