The main goal of this project is to leverage our data sources to create a data science model and dashboard to visualize and communicate the quantifiable impact of Play Forever's programs and services on the youth and seniors in Toronto. This endeavor aims to not only showcase our contributions to the community but also to develop a sustainable system for future impact assessments. This will be instrumental in our pitches to potential corporate partners for their CSR initiatives. For the learners, this project offers a multifaceted experience, encompassing:

1. **Data Analysis**: Delving into our existing data to extract meaningful insights and quantify the tangible benefits of our community programs.

2. **System Development**: Crafting a robust and adaptable framework that Play Forever can employ for ongoing impact evaluations.

3. **Visualization Creation**: Designing intuitive and compelling visual representations, such as charts and infographics, to effectively convey our impact to various stakeholders.

4. **Strategic Pitch Preparation**: Utilizing the analyzed data to formulate a persuasive pitch tailored for potential corporate partners, emphasizing the alignment of Play Forever's initiatives with their CSR goals.

This project presents a unique opportunity for learners to apply their data science skills in a real-world context, driving positive change and fostering corporate-community collaborations.

• **Data Exploration**: Dive into Play Forever's existing data sources, understanding the structure, quality, and availability of data related to our programs and their impact.

• **Data Cleaning**: Identify any inconsistencies, missing values, or outliers in the data. Apply techniques to clean and preprocess the data, making it suitable for analysis.

• **Model Development**: Design a data science model that quantifies the impact of our programs on the community, considering both immediate and long-term effects.

• **Variable Enhancement**: Research and incorporate additional variables or data sources that could refine and enhance the model's accuracy and insights.

• **Model Optimization**: Continuously test and optimize the model's performance, identifying areas of improvement and implementing necessary adjustments.

• **Data Narrative**: Present initial findings derived from the data in a compelling and engaging narrative, highlighting key insights and trends.

• **Interactive Visualizations**: Develop intuitive and interactive data visualizations that allow stakeholders, especially potential corporate partners, to explore and understand the quantifiable impact of Play Forever's initiatives.

• **Feedback Iteration**: Gather feedback on the developed model and visualizations, making iterative improvements to ensure clarity and effectiveness.

• **CSR Pitch Integration**: Integrate the insights and visualizations into a data-driven pitch deck tailored for potential corporate partners, emphasizing the alignment and benefits of supporting Play Forever's initiatives for their CSR goals.

This project offers learners a holistic experience, allowing them to apply their data science expertise in a meaningful context, directly contributing to Play Forever's mission and future collaborations.