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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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

  • 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.

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

Technologies & Software

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

Alternative Job Titles