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Automation Risk Analysis

Will “Broomcorn Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Broomcorn 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%

“Broomcorn 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.

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

  • 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.

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles