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Automation Risk Analysis

Will “Air Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Air 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%

“Air 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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles