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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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

  • 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.

  • 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.

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

  • 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.

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

Alternative Job Titles