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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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles