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Automation Risk Analysis

Will “Vibrator Equipment Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Vibrator Equipment 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%

“Vibrator Equipment 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

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

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles