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Automation Risk Analysis

Will “Core Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Core 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%

“Core 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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles