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Automation Risk Analysis

Will “Golf Club Head 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 Club Head 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 Club Head 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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles