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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

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

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

  • 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.

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles