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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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles