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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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles