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Automation Risk Analysis

Will “Wreath Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Wreath 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%

“Wreath 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

  • 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.

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles