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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

  • 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.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Alternative Job Titles