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Automation Risk Analysis

Will “Production Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Production Sampler” 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%

“Production Sampler” 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles