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Automation Risk Analysis

Will “Sample Maker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sample Maker” 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 Maker” 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

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

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles