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Automation Risk Analysis

Will “Bellows Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bellows 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%

“Bellows 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.

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • 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.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles