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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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles