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Automation Risk Analysis

Will “Card Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Card Checker” 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%

“Card Checker” 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 or test raw materials, parts, or products to determine compliance with environmental standards.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles