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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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles