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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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles