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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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles