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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

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

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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

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

Alternative Job Titles