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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

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

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

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

  • 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.

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles