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Automation Risk Analysis

Will “Sample Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sample Examiner” 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 Examiner” 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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles