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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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Alternative Job Titles