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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles