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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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

Technologies & Software

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

Alternative Job Titles