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Automation Risk Analysis

Will “Wrapper Counter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Wrapper Counter” 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 Counter” 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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles