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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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles