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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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • 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.

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

Technologies & Software

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

Alternative Job Titles