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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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

Technologies & Software

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

Alternative Job Titles