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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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles