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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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles