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Automation Risk Analysis

Will “Air Box Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Air Box Tester” 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 Box Tester” 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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles