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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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles