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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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

Technologies & Software

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

Alternative Job Titles