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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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles