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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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles