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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.

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

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

  • 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.

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

  • 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.

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles