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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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

Technologies & Software

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

Alternative Job Titles