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Automation Risk Analysis

Will “Wallpaper Inspector and Shipper” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Wallpaper Inspector and Shipper” 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%

“Wallpaper Inspector and Shipper” 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.

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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 defect percentages or averages, using formulas and calculators.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles