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Automation Risk Analysis

Will “Fuel Verification Technician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fuel Verification Technician” 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%

“Fuel Verification Technician” 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.

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles