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Automation Risk Analysis

Will “Outside Product Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Outside Product 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%

“Outside Product 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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles