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Automation Risk Analysis

Will “Stocking Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Stocking 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%

“Stocking 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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles