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Automation Risk Analysis

Will “Copra Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Copra 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%

“Copra 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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles