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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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles