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Automation Risk Analysis

Will “Basket Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Basket 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%

“Basket 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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • 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.

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles