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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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles