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Automation Risk Analysis

Will “Robotic Toy Inventor” be Automated?

Historical Context: Oxford Study (2013)

Ranked #119 of 702. Estimated risk: 3.7%

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AI Exposure Risk

53%

“Robotic Toy Inventor” 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 53% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

36%

“Robotic Toy Inventor” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 36% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Commercial and Industrial Designers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Design and develop manufactured products, such as cars, home appliances, and children's toys. Combine artistic talent with research on product use, marketing, and materials to create the most functional and appealing product design.

Avg. Annual Salary $88,000
Avg. Hourly Wage $42.31
Available Jobs (US) 30,250
Job Title & Hierarchy Code (SOC) Commercial and Industrial Designers #27-1021
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Commercial and Industrial Designers”

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Core Skills & Abilities

  • Design graphic material for use as ornamentation, illustration, or advertising on manufactured materials and packaging or containers.

  • Modify and refine designs, using working models, to conform with customer specifications, production limitations, or changes in design trends.

  • Prepare sketches of ideas, detailed drawings, illustrations, artwork, or blueprints, using drafting instruments, paints and brushes, or computer-aided design equipment.

  • Direct and coordinate the fabrication of models or samples and the drafting of working drawings and specification sheets from sketches.

  • Participate in new product planning or market research, including studying the potential need for new products.

  • Research production specifications, costs, production materials, and manufacturing methods and provide cost estimates and itemized production requirements.

  • Develop industrial standards and regulatory guidelines.

  • Supervise assistants' work throughout the design process.

  • Evaluate feasibility of design ideas, based on factors such as appearance, safety, function, serviceability, budget, production costs/methods, and market characteristics.

  • Present designs and reports to customers or design committees for approval and discuss need for modification.

  • Read publications, attend showings, and study competing products and design styles and motifs to obtain perspective and generate design concepts.

  • Investigate product characteristics such as the product's safety and handling qualities, its market appeal, how efficiently it can be produced, and ways of distributing, using, and maintaining it.

  • Fabricate models or samples in paper, wood, glass, fabric, plastic, metal, or other materials, using hand or power tools.

  • Develop manufacturing procedures and monitor the manufacture of their designs in a factory to improve operations and product quality.

  • Advise corporations on issues involving corporate image projects or problems.

  • Coordinate the look and function of product lines.

  • Confer with engineering, marketing, production, or sales departments, or with customers, to establish and evaluate design concepts for manufactured products.

Technologies & Software

  • National Instruments LabVIEW
  • Computer aided manufacturing CAM software
  • Minitab
  • Email software
  • Adobe Photoshop
  • Napkin AI
  • QuarkXPress
  • Suno AI
  • Delphi Technology
  • Autodesk Revit
  • Gemini (Google)
  • IBM Notes
  • Runway ML
  • Trimble SketchUp Pro
  • Kapwing
  • Claude (Anthropic)
  • Autodesk AutoCAD
  • DeepSeek
  • Recraft
  • Ashlar-Vellum Cobalt
  • Grok (xAI)
  • Autodesk Maya
  • Software as a service SaaS
  • The MathWorks MATLAB
  • Autodesk AliasStudio
  • Python
  • Microsoft Word
  • CapCut AI
  • DALL-E 3 (OpenAI)
  • Udio
  • Llama (Meta)
  • 1CadCam Unigraphics
  • C
  • Verilog
  • Microsoft Office software
  • Sora (OpenAI)
  • SAP software
  • Nova (Amazon)
  • Maxon Cinema 4D
  • Adobe After Effects
  • Kimi (Moonshot AI)
  • Siemens NX
  • Adobe Acrobat
  • Corel CorelDraw Graphics Suite
  • C++
  • Siemens UGS NX
  • Microsoft Publisher
  • Eko
  • McNeel Rhinoceros 3D
  • Perplexity AI
  • Finite element analysis software
  • Web browser software
  • InVision software
  • Hypertext markup language HTML
  • Dassault Systemes CATIA
  • jQuery
  • Microsoft PowerPoint
  • LoveArt AI
  • Chaos Group V-Ray
  • Figma
  • Geometric CAMWorks
  • Cascading style sheets CSS
  • Autodesk 3ds Max
  • Xara Designer Pro
  • Microsoft Access
  • Mistral (Mistral AI)
  • Qwen (Alibaba)
  • PTC Creo Parametric
  • Adobe InDesign
  • Apple iOS
  • Corel Painter
  • Microsoft Excel
  • ChatGPT (OpenAI)
  • Dassault Systemes SolidWorks
  • Adobe Creative Cloud software
  • Apache Maven
  • Midjourney
  • Adobe Firefly
  • JavaScript
  • Adobe FreeHand MX
  • Adobe Illustrator
  • Gemini for Workspace
  • Microsoft Project
  • ElevenLabs
  • C#
  • ESRI ArcGIS software
  • Personal computers
  • Laptop computers
  • Compact digital cameras
  • Universal serial bus USB flash drives
  • Liquid crystal display LCD video projectors
  • Desktop computers