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Automation Risk Analysis

Will “Noise Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Noise 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%

“Noise 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

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

  • 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.

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

Technologies & Software

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

Alternative Job Titles