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Automation Risk Analysis

Will “Fire Extinguisher Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fire Extinguisher 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%

“Fire Extinguisher 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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles