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Automation Risk Analysis

Will “Cardroom Plastic Card Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cardroom Plastic Card 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%

“Cardroom Plastic Card 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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles