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Automation Risk Analysis

Will “Fire Alarm Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fire Alarm Inspector” 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 Alarm Inspector” 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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles