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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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles