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Automation Risk Analysis

Will “Ore Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Ore 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%

“Ore 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

  • 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.

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

  • 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.

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles