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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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles