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Automation Risk Analysis

Will “Core Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Core Checker” 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 Checker” 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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles