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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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles