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Automation Risk Analysis

Will “Coke Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Coke Inspector” 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%

“Coke Inspector” 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.

  • 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.

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

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

Technologies & Software

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

Alternative Job Titles