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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

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

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

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

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

  • 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.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

Alternative Job Titles