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Automation Risk Analysis

Will “Patroller” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Patroller” 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%

“Patroller” 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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles