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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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles