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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

  • 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.

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

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

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

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

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

  • 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.

  • 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.

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles