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Automation Risk Analysis

Will “Wrapping Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Wrapping Checker” 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%

“Wrapping Checker” 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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles