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Automation Risk Analysis

Will “Coal Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Coal 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%

“Coal 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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles