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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.

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles