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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

  • 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.

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles