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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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles