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Automation Risk Analysis

Will “Petroleum Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Petroleum Sampler” 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 Sampler” 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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles