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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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles