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Automation Risk Analysis

Will “Sample Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sample Tester” 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 Tester” 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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles