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Automation Risk Analysis

Will “Fireworks Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fireworks 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%

“Fireworks 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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles