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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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles