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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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

  • 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles