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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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles