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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

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

  • 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.

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

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

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

  • 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.

  • 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.

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles