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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles