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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.

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles