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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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles