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Automation Risk Analysis

Will “Level Vial Curvature Gauger” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Level Vial Curvature Gauger” 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%

“Level Vial Curvature Gauger” 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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles