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Automation Risk Analysis

Will “Pattern Lease Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Pattern Lease 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%

“Pattern Lease 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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

Technologies & Software

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

Alternative Job Titles