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Automation Risk Analysis

Will “Carbonizer Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Carbonizer 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%

“Carbonizer 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.

  • 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.

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles