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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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles