Green Score

Green Score leverages AI to empower consumers and organizations to track, compare and improve recycling performance across industries.

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Inspiration

Plastic production has been on a rapid increase since its initial inception in the early 1900s, with production comes waste unfortunately. According to IUCN, approximately 14 million tones of plastic end up in the ocean every year! This is a terrifying statistic and something we need to address.

Reducing plastic waste globally is essential for several important reasons:

  1. Environmental Impact: Plastic waste has a significant negative impact on the environment. Plastic takes hundreds of years to decompose, and even when it does, it breaks down into microplastics that can persist in the environment for much longer. These microplastics can infiltrate ecosystems, harm wildlife, and potentially enter the food chain, posing risks to both animals and humans.
  2. Wildlife Protection: Plastic waste often ends up in oceans, rivers, and other natural habitats. Marine animals can mistake plastic for food, leading to ingestion and potential harm or death. This is detrimental to biodiversity and the health of ecosystems.
  3. Human Health: Microplastics have been found in drinking water, seafood, and even the air we breathe. While the long-term health effects on humans are still being studied, there are concerns that the ingestion of microplastics and the chemicals associated with plastics could have adverse health effects.
  4. Resource Depletion: Plastics are typically derived from petroleum and natural gas, finite resources that have environmental and geopolitical implications. By reducing plastic production and waste, we can conserve these valuable resources.
  5. Climate Change: The production of plastics is energy-intensive and contributes to greenhouse gas emissions. By reducing plastic production and waste, we can help mitigate the impacts of climate change.
  6. Aesthetic and Economic Impact: Plastic waste can be unsightly and impact the aesthetics of landscapes and urban areas, affecting tourism and overall quality of life. It can also lead to economic costs, such as the expense of cleaning up litter and addressing the environmental damage caused by plastic waste.
  7. Long-Term Sustainability: A global reduction in plastic waste is crucial for the long-term sustainability of the planet. By transitioning to more sustainable materials and reducing our reliance on single-use plastics, we can create a healthier and more resilient environment for future generations.

Countries across the world have each begun to introduce policies and legislation to limit and reduce the amounts of virgin plastic being produced and increase recycling efforts, however we feel that more needs to be done to tackle the colossal volume of plastic bottles produced by the beverage industry every year. As said by Oceana, the largest international organization dedicated to ocean conservation, “Beverage companies are major ocean polluters and are producing billions of plastic bottles every year that end up in the sea essentially forever,” said Oceana CEO Andy Sharpless. “They need to take responsibility and make commitments to reduce plastic production and waste.”

Most of the major companies already have existing policies and goals to improve their sustainability and reduce their carbon footprint, however this is not moving fast enough. Green Score will encourage consumers to check which companies are doing the best environmentally. In a bid to retain consumers and improve their sustainability reputation, beverage companies will feel the competition and drive to continue to progress with their environmental policies and reduce their carbon footprint. We believe that this continuous cycle will feed the drive for companies to improve as consumers continue to vet the best company.

What it does

Green Score leverages AI to shed light on corporate recycling practices in a world where less than 9% of plastic is recycled. Our platform empowers consumers and organizations alike to track, compare, and improve recycling performance across industries. Join Green Score to promote informed decisions and spark a change for a greener planet.

How we built it

We've harnessed a mix of advanced tools and technologies, each contributing a unique aspect to our project:

Figma + Miro: Used for crafting an intuitive and user-friendly design interface. Figma has helped us visualize the user experience and streamline our development process.

Hugging Face Model: Leveraging the power of AI, we utilized the Hugging Face Model to recognize and download images of specific brands. This has not only saved us countless hours but also significantly improved the precision of our data.

ReactJS: As our chosen JavaScript library for building the user interface, ReactJS allowed us to create reusable UI components, ensuring a consistent and engaging user experience across the platform.

Python: Python was instrumental for automation and Natural Language Processing (NLP). It has played a pivotal role in transforming user inputs into actionable data and generating meaningful output.

LangChain AI: This tool was employed to return data that we seamlessly integrated into our table format, making it easy for users to interact with and understand the information presented.

ChatGPT: Our core AI model, ChatGPT, processes user inputs in a structured prompt format and produces coherent, relevant outputs. This technology forms the backbone of our platform, powering our data analysis and generating insights about recycling practices.

Challenges we ran into

During the hackathon event, our team encountered a range of challenges. From a design standpoint, the constrained time frame hindered in-depth research and testing with actual users, impacting the refinement of our design. On the developer front, grappling with unfamiliar technologies like Hugging Face and Streamlit posed a learning curve. Navigating time differences among our team members was a general hurdle that we managed reasonably well, although our collective ambition might have outpaced the available time. From a project manager standpoint, striving to align with the workflow of weekly standup meetings and tackling the role of lead project manager in a tech-intensive project for the first time. This experience required adapting to novel developer workflows and design methodologies.

Accomplishments that we're proud of

The most important accomplishment that we’re proud of is teamwork and connection among our teammates. We are strangers who come together to contribute to this project however we can. We are naive and inexperienced, but this hackathon taught us to hang on and push forward. Our back-end development was not completed because we couldn’t return the dataset correctly to our users, but we trained the model successfully in recognizing images and returning results. We also have the UI with a prototype that could be used for the front-end development later. It was a big learning curve, and we loved it.

What we learned

​​ As a team, we collectively embraced the challenges posed by this hackathon and emerged with valuable insights. Our Project Manager skillfully guided us, honing their abilities in task delegation and team coordination. This ensured that both our design and development teams remained aligned, even within the constraints of our tight timeline. This experience underscored the pivotal role of streamlined task management and skillful collaboration in achieving our shared project objectives. Simultaneously, our journey introduced us to an array of new tools, enriching our skill sets collaboratively. We seamlessly integrated tools such as Miro, Notion, and Canva, enhancing our collaborative efforts. Additionally, we delved into a new tech stack that included Hugging Face, Streamlit, and Google Colab. This hands-on exposure not only elevated our collective technical proficiency but also reinforced the value of adaptability when navigating evolving technologies. Together, our team's dedication and collaborative spirit enabled us to navigate challenges, learn, and deliver a successful project."

What's next for Green Score

Future Scope of Green Score: AI-Powered Sustainability Insight

As Green Score evolves, we envision a comprehensive and interactive platform that drives significant positive change in consumer behavior, corporate responsibility, and environmental advocacy. The following outlines our future scope:

  1. Enhanced Gamification: Implement a comprehensive gamification system that rewards users for Eco-friendly choices, such as choosing products from high-scoring brands or participating in challenges. Introduce leaderboards, badges, and virtual rewards to foster healthy competition among users and organizations.
  2. Mobile Application: Develop a user-friendly mobile app that enables on-the-go scanning of products and access to real-time sustainability insights. Incorporate features like augmented reality scanning for interactive and engaging user experiences.
  3. User Profiles and Customization: Introduce user accounts with personalized profiles, avatars, and green spaces that evolve as users make sustainable choices and engage with the platform. Allow users to share their sustainability achievements and Green Score rankings on social media.
  4. Monthly Challenges and Events: Launch monthly challenges that encourage users to participate in Eco-friendly activities like clean-ups, recycling drives, and community events. Collaborate with brands to sponsor and promote these challenges, fostering wider engagement.
  5. Company Engagement Portal: Develop a dedicated portal for companies to access their recycling scores, analyze data, and implement improvements. Enable companies to share their progress and commitment on their websites and social media platforms.
  6. Educational Resources: Create an educational hub with resources, articles, and videos that empower users to understand the environmental impact of their choices and make informed decisions.
  7. Interactive Green Space: Expand the concept of the virtual green space, allowing users to personalize and cultivate their digital garden by achieving sustainability milestones.
  8. Partnerships and Collaborations: Forge partnerships with environmental organizations, influencers, and sustainability advocates to amplify the platform's reach and impact. Collaborate with academic institutions to integrate Green Score into sustainability education programs.
  9. Global Impact Dashboard: Develop a real-time dashboard showcasing aggregated impact achieved by Green Score users and participating companies. Visualize data on reduced plastic consumption, CO2 emissions, and other environmental metrics.
  10. Virtual Goods Marketplace: Create a marketplace where users can spend virtual rewards earned through sustainable actions on exclusive virtual goods, enhancing user engagement.
  11. Social Integration: Enable users to share their achievements, challenges, and insights on social media directly from the platform, fostering a community of eco-conscious individuals.
  12. AI-Driven Recommendations: Leverage AI to provide users with personalized recommendations for making environmentally conscious choices in their daily lives.
  13. Global Outreach and Advocacy: Extend Green Score's impact to a global scale by translating the platform into multiple languages and partnering with international environmental organizations.
  14. Certification Program: Introduce a certification program for brands and businesses that achieve high Green Score rankings, providing them with official recognition for their sustainability efforts.
  15. Regulatory Compliance Reports: Develop features that generate compliance reports for companies to ensure they are meeting regulatory standards and track their progress.

The future scope of Green Score envisions a dynamic and engaging platform that not only empowers individuals and organizations to make sustainable choices but also drives a global movement toward a greener and more sustainable planet. Through continuous innovation, strategic partnerships, and user-centric features, Green Score will be at the forefront of promoting environmental consciousness and corporate responsibility.

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