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Automation Risk Analysis

Will “Wrapper Selector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Wrapper Selector” 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%

“Wrapper Selector” 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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles