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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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

Technologies & Software

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

Alternative Job Titles