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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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles