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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

  • Position products, components, or parts for testing.

  • 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.

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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  • Database software
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  • Statistical process control SPC data collection devices
  • Ammeters
  • Accelerometers
  • Fatigue testers
  • Hydraulic lifts
  • Optical gauges
  • Holographic interferometers
  • Sampling oscilloscopes
  • Hardness testers
  • Overhead cranes
  • Beta gauges
  • Penetrant flaw detectors
  • Bit error rate testers BERT
  • Plotters
  • Plug gauges
  • Digital voltmeters DVM
  • Shear testers
  • Ductility testers
  • Digital resistance meters
  • Height gauges
  • Verisurf Master3DGage
  • Magnetic induction acceleration instruments
  • Conductivity meters
  • Compression testers
  • Viscometers
  • Piezoelectric acceleration instruments
  • Thread gauges
  • Printed circuit board PCB testers
  • Calorimetric leak testers
  • Sorting machines
  • Forklifts
  • Verisurf CMM Master
  • Vibration and shaker systems
  • Moisture meters
  • Bubble leak testers
  • Utrasonic flaw detectors
  • Industrial bench scales
  • Direct current DC power testers
  • Frequency meters
  • Measuring microscopes
  • Digital resistance thermometers
  • Hydraulic pumps
  • Radiographic flaw detectors
  • Resistance meters
  • Digital multimeters
  • Resistivity meters
  • Shock testers
  • Color spectrometers
  • Verisurf 3Dgage
  • Pi tapes
  • Null-balance acceleration instruments
  • In-circuit testers
  • Metallurgical microscopes
  • Capacitive acceleration instruments
  • Environmental chambers
  • Tensile testers
  • Depth gauges
  • Creep and stress relaxation testers
  • Eddy current probes
  • Optical comparators
  • Gloss meters
  • Laser thickness gauges
  • Backplane testers
  • Force transducers
  • Manufacturing defect analyzers MDA
  • Function generators
  • Logic test systems
  • Magnetic particle flaw detectors
  • Strain gauges
  • Linear or mixed signal equipment
  • Signal generators
  • Continuity testers
  • Micrometers
  • Hipot testers
  • Impact hammers
  • Resonance acceleration instruments
  • Calipers
  • Laser shearography flaw detectors
  • Personal computers
  • Pin gauges
  • Mass flow leak testers
  • Return loss calibrator RLC passive component testers
  • Multimeters
  • Coordinate measuring machines CMM
  • Frequency counters
  • Pulse generators
  • Eddy current flaw detectors
  • Impact toughness testers
  • Power meters

Alternative Job Titles