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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

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

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

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

  • 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.

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Alternative Job Titles