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Automation Risk Analysis

Will “Golf Club Head Adjuster” 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 Adjuster” 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 Adjuster” 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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles