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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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles