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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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles