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Automation Risk Analysis

Will “Rough Rice Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Rough Rice 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%

“Rough Rice 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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles