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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles