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Automation Risk Analysis

Will “Can Vacuum Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Can Vacuum 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%

“Can Vacuum 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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles