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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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles