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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles