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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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles