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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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles