Welcome to the 2025 I4 Challenge!

• Data Analysis & Insights
  Was the dataset thoroughly explored to identify key traffic trends, congestion hotspots, and sustainability concerns? Are visualizations clear, relevant, and effective? Are findings well-supported by data and free from bias?
• Solution Effectiveness and Feasibility
  Are creative, non-standard solutions proposed? Is the solution feasible for Toronto’s urban infrastructure? Does it enhance congestion, efficiency, or safety?
• Sustainability and Public Benefit
  Does the solution cut emissions, promote green transportation, or boost sustainability? Does it enhance pedestrian/cyclist safety, transit access, or quality of life?
• Presentation and Communication
  Is the presentation well-organized and easy to follow? Are points clearly explained? Did the team engage the audience effectively, using storytelling, visuals, or an interactive approach? Did the team answer questions confidently and knowledgeably?