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Automation Risk Analysis

Will “Bag Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bag Grader” 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%

“Bag Grader” 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.

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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles