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Automation Risk Analysis

Will “Petroleum Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Petroleum Inspector” 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%

“Petroleum Inspector” 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.

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

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

  • 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.

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

  • 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.

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

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

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

  • 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.

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles