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Automation Risk Analysis

Will “Wallpaper Inspector” 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” 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” 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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles