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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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles