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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles