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Automation Risk Analysis

Will “Spindle Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Spindle Tester” 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%

“Spindle Tester” 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles