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Automation Risk Analysis

Will “Finished Stock Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Finished Stock 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%

“Finished Stock 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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

Technologies & Software

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

Alternative Job Titles