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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.

  • Position products, components, or parts for testing.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles