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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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles