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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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles