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Automation Risk Analysis

Will “Rag Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Rag 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%

“Rag 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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles