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Automation Risk Analysis

Will “Container Finishing Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Container Finishing 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%

“Container Finishing 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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles