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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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles