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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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles