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Automation Risk Analysis

Will “Golf Ball Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Golf Ball 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%

“Golf Ball 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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles