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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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles