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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.

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • 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.

Technologies & Software

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

Alternative Job Titles