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Automation Risk Analysis

Will “Record Changer Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Record Changer 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%

“Record Changer 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

  • 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.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles