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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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • 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.

  • Position products, components, or parts for testing.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles