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Automation Risk Analysis

Will “Button Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Button 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%

“Button 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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

Technologies & Software

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

Alternative Job Titles