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Automation Risk Analysis

Will “Sample Selector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sample Selector” 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%

“Sample Selector” 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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles