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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

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

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles