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Automation Risk Analysis

Will “Golf Club Weigher” 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 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%

“Golf Club 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

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

  • Position products, components, or parts for testing.

  • 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.

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles