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Automation Risk Analysis

Will “Sampler Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sampler 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%

“Sampler 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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • 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 defect percentages or averages, using formulas and calculators.

  • 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.

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles