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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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles