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Automation Risk Analysis

Will “Sound Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sound 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%

“Sound 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.

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • 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.

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles