Project Title: Morpho Borrowers’ Interactive Dashboard
Organization website and/or social media links:
Organization name: Beta Sigma
Website: https://betasigma.tech/
1. Introduction
At Beta Sigma we are dedicated to developing technology for risk management in decentralized finance (DeFi). By leveraging machine learning, statistical modeling, and risk simulations, we are aimed to empower both governance communities and individual users to make more informed, strategic decisions about financial risk.
Borrowers interacting with Morpho often encounter a complex array of choices, with multiple options and limited visibility into their individual risk exposures. Although Morpho offers a robust platform for lending and borrowing, borrowers may lack the necessary tools to accurately evaluate their positions relative to others, anticipate potential liquidation risks, and identify the most suitable lending options. This can result in inefficient capital utilization and heightened risk for users. Furthermore, while Block Analitica’s dashboards provide timely insights into protocol-wide metrics and individualized position data, the current solution may lack the personal and interactive features needed to fully meet borrowers’ needs.
To address this gap, Beta Sigma proposes the development of a risk management dashboard tailored specifically for Morpho borrowers. This interactive dashboard will provide borrowers with personalized risk overviews, tools for comparing loan options, and enhanced public risk information. It is designed to equip Morpho users with the necessary insights to manage their borrowing positions more strategically, leading to increased user confidence, greater participation with the protocol and more efficient markets.
The goal of this proposal is to develop and deploy this dashboard for the Morpho ecosystem.
2. About Us + Prior Experience
Beta Sigma is a data science and technology startup driven by a passion for research, innovation, and real-world impact in the decentralized finance (DeFi) space. Our team brings together expertise in economics, data science, and blockchain technology, enabling us to tackle complex challenges with innovative solutions. We believe that transparency, informed decision-making, and robust risk management are crucial for the long-term sustainability and growth of DeFi.
Relevant Experience
Our team possesses significant experience in developing and implementing sophisticated financial risk models using machine learning and statistical analysis, with a strong focus on calibrating simulations with historical data to achieve reliable predictive accuracy. We are also currently developing a See: defi.betasigma.tech, focused on lending protocols, which visualizes lending risks through calibrated simulations.
Team
- Ricardo Pasquini (Founder, PhD): Economics and Finance professor at Universidad Austral and IAE Business School. Brings experience implementing ML/ data solutions in Fintech. A seasoned researcher with expertise in econometrics, financial modeling, and risk management.
- Javier Garcia Sanchez (Advisor, PhD): Finance professor at IAE Business School. Expert in simulation methods. Also researching and teaching DeFi.
- Joaquin Iannuzzi (Full-Stack Developer) ): A skilled full-stack developer with experience in building both front-end and back-end applications for DeFi protocols.
- Francisco Sesto (Data Scientist & Economist): A skilled economist developing and implementing ML models, along with a strong mathematical background.
- Benjamin del Pino (Data Scientist & Economist): Business economics graduate from U. Austral.
- Juan Wittstatt (Data Scientist & Economist): Business economics graduate from U. Austral.
3. Scope of Work
Beta Sigma proposes the development of a comprehensive risk management dashboard tailored specifically for the Morpho protocol borrowers. This interactive dashboard will empower Morpho borrowers with personalized risk insights, tools for informed decision-making, and enhanced public risk data.
Product Overview:
The dashboard will serve as a key resource for Morpho borrowers to actively learn about their risk exposure. It will integrate data from Morpho’s smart contracts and historical price data to provide a view of individual positions, comparative risk analysis, and predictive insights.
Key Features:
Personalized Risk Management Tools:
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Individual Position Overview. Borrowers will gain a clear understanding of their liquidation risk through an interactive risk map. This map visualizes each borrower’s position relative to their debt-to-liquidation-limit ratio, allowing them to easily see how close they are to potential liquidation. Additionally, the map enables users to compare their risk position to the distribution of all other borrowers in the protocol by simply entering their address ID, and filter positions to compare on the basis of the currency collateral.
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Predictive Volatility Integration: The dashboard will also incorporate predicted price volatility data into its risk assessments, allowing borrowers to understand how price fluctuations could impact their positions, and the associated probabilities of such outcomes. These probabilities will be dynamically estimated using machine learning models and historical currency prices. The results will be integrated into the interactive charts and will allow borrowers to experiment with price movements.
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Loan Option Comparison: This feature will allow borrowers to compare the risk and returns of different lending options (i.e., markets) available on Morpho. The tool will calculate and display the expected yield per unit of collateral, and the estimated risks of liquidation for each option, enabling users to make informed loan choices based on their risk tolerance and yield objectives.
Technical Approach:
The dashboard will be built using a modular and scalable architecture, leveraging a combination of web technologies, machine learning frameworks, and APIs. The data will be collected through direct interactions with Morpho smart contracts, supplemented by historical price data from various providers. We use Python to develop stochastic predictive models using machine learning and simulation techniques.
4. Requested budget
Beta Sigma is requesting a total of 25,000 MORPHO tokens to successfully develop and deploy the risk management dashboard for the Morpho ecosystem. This budget has been carefully allocated to cover essential expenses for the project, including development, research, infrastructure, and team compensation. We believe this budget will be enough to achieve all our proposed milestones.
This grant is solely for the development and deployment of the dashboard and does not imply a service provider agreement between Morpho and Beta Sigma. This initial step is intended to showcase the Borrowers’ Interactive Dashboard functionalities. Once the functionalities described are implemented, the dashboard will be made available online for at least an additional month. Following this period, a proposal for a service provision agreement will be submitted to the Morpho community for consideration
5. Benefit for the Morpho Ecosystem
The risk management dashboard proposed by Beta Sigma is designed to provide a range of benefits to the Morpho ecosystem, ultimately fostering a more robust, transparent, and user-friendly environment.
User Empowerment:
Simplified Risk Understanding: The dashboard will make it easier for all users to grasp the complexities of borrowing on Morpho. By presenting risk information clearly and visually, it will empower users to make more confident and informed decisions.Personalized Risk Management: By providing personalized risk overviews and tools, the dashboard will empower each borrower to manage their risk according to their own risk tolerance and objective.
Improved Decision-Making:
Informed Loan Choices: The interactive tools will enable users to compare different lending options, highlighting potential risks and rewards. This will help them choose strategies that align with their goals, optimize their capital utilization, and increase overall returns on the platform.
Reduced Liquidation Risks: By understanding their debt-to-liquidation ratios and incorporating historical volatility, borrowers can proactively adjust their positions to minimize the likelihood of liquidations, thus reducing costs and increasing the overall stability of the protocol. In summary, the risk management dashboard will not only improve the borrowing experience for individual users but will also contribute to a more resilient, transparent, and thriving Morpho ecosystem.
**5. Quantifiable Goals **
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Increased User Adoption: The primary objective is to drive significant adoption of the risk management dashboard among Morpho borrowers. Success will be evaluated based on the number of unique users actively engaging with the dashboard. To monitor progress, we will track daily, weekly, and monthly active users.
- KPI: As a benchmark, the Block Analitica’s Morpho dashboard received 420 visits in the past month, according to SimilarWeb data. Our goal is to surpass this figure.
6. Timeline
Month 1: Dashboard Design, Statistical-Financial Design and Data Collection
Initial Dashboard Design |
Protocol study and Conceptual Design of the Borrowers’ Dashboard user interface |
Data Collection Layer and API Integrations |
Implement the data collection layer, including blockchain data integration from Morpho smart contracts and any necessary external API integrations. This includes a detailed study of how the blockchain data must be handled and integrated into the product. |
Predictive and Stochastic Models |
Integrate Beta Sigma’s stochastic models for simulations, using historical price data and data coming from the Morpho protocol. |
Month 2: Simulation Engine and User Interface Development
User UI |
Develop the first version of the dashboard’s user interface, focusing on a simple UX that can be used to show and experiment with the basic functionalities of the product |
Interactive Simulation Tools |
Integrate interactive simulation management tools for borrowers to simulate the effect of different parameters and price fluctuations on their positions. |
Months 3 and 4: Risk Management Dashboard and User Validation
Risk Visualization |
Develop the full version of the dashboard with real-time risk visualization tools, incorporating the necessary graphs and tables to present the data in a user-friendly way. |
User Validation and Feedback |
Conduct user validation sessions, gather feedback, and implement adjustments to the dashboard. |
Dissemination, workshops and Webinars |
Prepare workshops and webinars explaining the product and its use, addressing the specific risks within the Morpho protocol that it aims to mitigate. Publish blog posts and social media content on the use case of the product and the importance of risk management in DeFi. |
Future Work
Once the project is completed, Beta Sigma could keep improving Morphos’ user experience with an additional support of the Morpho community:
- Integrate BASE markets into the Borrower’s Interactive Dashboard: We will integrate BASE markets into the dashboard, which will initially be focused on Ethereum.