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Automation Risk Analysis

Will “Fuel Testing 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 Testing 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 Testing 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

  • 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.

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

  • 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.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles