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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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles