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Automation Risk Analysis

Will “Dust Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Dust 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%

“Dust 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

  • 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.

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles