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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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles