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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles