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Automation Risk Analysis

Will “Laboratory Sample Carrier” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Laboratory Sample Carrier” 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%

“Laboratory Sample Carrier” 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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles