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Automation Risk Analysis

Will “Paper Pattern Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Paper Pattern Inspector” 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%

“Paper Pattern Inspector” 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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

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

Alternative Job Titles