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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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles