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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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles