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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles