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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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles