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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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles