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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.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles