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Automation Risk Analysis

Will “Ore Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Ore Sampler” 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 Sampler” 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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles