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Automation Risk Analysis

Will “Sample Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sample Grader” 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 Grader” 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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

Alternative Job Titles