# Team Lampros Labs DAO - LTIPP Research Bounty Reports **URL:** \ **Category:** LTIPP Bounties\ **Created:** [October 2, 2024, 3:52pm UTC](https://forum.arbitrum.foundation/t/team-lampros-labs-dao-ltipp-research-bounty-reports/27015 "2024-10-02T15:52:23Z")\ **Posts on this page:** 1\ **Showing post:** 3
**Author:** ![Euphoria](https://yyz1.discourse-cdn.com/flex029/user_avatar/forum.arbitrum.foundation/euphoria/32/14303_2.png) [@Euphoria](https://forum.arbitrum.foundation/u/Euphoria)\ **Post date:** [November 26, 2024, 1:00pm UTC](https://forum.arbitrum.foundation/t/team-lampros-labs-dao-ltipp-research-bounty-reports/27015/3 "2024-11-26T13:00:50Z")
# Team Lampros DAO - LTIPP Research Bounty Reports - Final Reports and Resources ## TL;DR * * * We are excited to present the final comprehensive reports for the Long-Term Incentive Pilot Program (LTIPP) Research Bounties. Our research spans two major research topics: a detailed Analysis of Incentive Program Effectiveness for LTIPP Participating Protocols on Arbitrum and an examination of the Effects of Growth Incentives on Non-Recipient Protocols. ## Research Outputs * * * ### 1. Research Reports We have prepared four in-depth research documents that provide comprehensive insights into the Arbitrum ecosystem. **[Research Report 1](https://green-total-quail-829.mypinata.cloud/ipfs/QmeWPgJjVioyNdyTdjEaPvjSqtRGywXQDpo7W4uwSRRVtm)** offers a full analysis of incentive program effectiveness, diving deep into the mechanisms and impacts of the LTIPP. The accompanying **[Statistical Analysis Report 1](https://green-total-quail-829.mypinata.cloud/ipfs/QmaTEsHN29GcYs1xqosgSH95fpQwKXsribvdv9s2RpukwZ)** provides rigorous statistical evaluation, including T-tests, cluster analysis, correlation analysis, and regression analysis to support our findings. **[Research Report 2](https://green-total-quail-829.mypinata.cloud/ipfs/QmWVThbYvSGVm6VAcgiWpkSCUc2MhiJA7naA9zRoL12Ht4)** explores the dynamics of growth incentives on protocols that were not direct recipients of the incentive program. The accompanying **[Statistical Analysis Report 2](https://green-total-quail-829.mypinata.cloud/ipfs/QmdvkKoLrGZyvg7vFt3n9yHkDdMFjZvGHgiiifuvJp36oN)** includes detailed correlation coefficient analysis and synthetic analysis, offering a refined understanding of ecosystem-wide effects. ### 2. Interactive Dashboards To make our research more accessible and interactive, we have developed two comprehensive dashboards. Our **[Dune Dashboard](https://dune.com/smriti0804/ltipp)** focuses on sector growth, user interaction, and incentive effectiveness, leveraging the powerful data visualization capabilities of Dune Analytics. This dashboard provides insights into the key metrics that define the Arbitrum ecosystem’s performance. Accompanying the Dune Dashboard, our **Python Dashboard for [Research Report 1](https://ltipp-program-impact-analysis.netlify.app/) and [Research Report 2](https://stip-program-impact-analysis.netlify.app/)** offers a more comprehensive visualization experience. It encompasses visualizations from all sections of our analysis, providing an intuitive and interactive way to explore our research findings. Each visualization is accompanied by brief descriptions to aid in interpretation. ### 3. ARB Distribution Tracker We have created a detailed [Google Sheet](https://docs.google.com/spreadsheets/d/1-AvmZJerxOZft0FM_0rR13PySpTNoBVCpnc65jDP_Ug/edit?gid=1451595148#gid=1451595148) offering unprecedented ARB token distribution transparency. This comprehensive dataset tracks the journey of ARB tokens across the ecosystem, providing granular details about each protocol’s token allocation. The spreadsheet includes critical information such as total ARB requested and claimed, distribution timelines, and tracking of recipient, intermediary, and distributor addresses. ### 4. Key Takeaways Document Understanding that not everyone has the time to dive into lengthy research reports, we’ve synthesized our key findings into a concise document. This [Key Takeaways document](https://docs.google.com/document/d/1_iTw1PKB9OpG3lcJ9RTnNd9Ule2KdpetOBnEI-T3Ttg/edit?usp=sharing) presents the most important insights from our research, offering a quick yet comprehensive overview of our research and implications for the Arbitrum ecosystem. ### Some Key Takeaways from the reports for each question that we want to share are - * * * ### 1. [Research Report 1](https://green-total-quail-829.mypinata.cloud/ipfs/QmeWPgJjVioyNdyTdjEaPvjSqtRGywXQDpo7W4uwSRRVtm) - - **Sector Growth, User Interaction, and Incentive Effectiveness -** - **User Actions with ARB Rewards and Unintended Incentivized Actions -** - **Funding Mechanisms and Dollar-Cost Average of Incentives and High-Velocity Incentive Systems and Total Value Returned (TVR) -** - **Mercenary Users and Multi-Protocol Engagement -** - **Reward/User Ratio and Market Demand -** ### 2. [Research Report 2](https://green-total-quail-829.mypinata.cloud/ipfs/QmWVThbYvSGVm6VAcgiWpkSCUc2MhiJA7naA9zRoL12Ht4) - - **Effects of Growth Incentives on Non-Recipients Protocol in STIP & BSTIP -** ## Team * * * **Lampros DAO** remains committed to fostering transparency in the Web3 ecosystem. Our dedicated research team brought diverse expertise to this project. @Euphoria coordinated and managed the research, ensuring clear communication throughout the research bounty. @Blueweb conducted in-depth on-chain data analysis, tracking critical metrics that form the backbone of our research. @ARDev097 specialized in data warehousing and ETL processes, creating interactive dashboards that breathe life into our data. @jason42 applied advanced statistical and econometric modeling to provide critical assessments. ## **Find the links to the reports and other resources below -** * * * ### Reports - 1. [Research Report 1 on Analysis of Incentive Program Effectiveness and Value Generation for LTIPP Participating Protocols on Arbitrum.](https://green-total-quail-829.mypinata.cloud/ipfs/QmeWPgJjVioyNdyTdjEaPvjSqtRGywXQDpo7W4uwSRRVtm) 2. [Statistical Report 1 on Analysis of Incentive Program Effectiveness and Value Generation for LTIPP Participating Protocols on Arbitrum.](https://green-total-quail-829.mypinata.cloud/ipfs/QmaTEsHN29GcYs1xqosgSH95fpQwKXsribvdv9s2RpukwZ) 3. [Research Report 2 on Effects of Growth Incentives on Non-Recipients Protocol.](https://green-total-quail-829.mypinata.cloud/ipfs/QmWVThbYvSGVm6VAcgiWpkSCUc2MhiJA7naA9zRoL12Ht4) 4. [Statistical Report 2 on Effects of Growth Incentives on Non-Recipients Protocol.](https://green-total-quail-829.mypinata.cloud/ipfs/QmdvkKoLrGZyvg7vFt3n9yHkDdMFjZvGHgiiifuvJp36oN) ### Other Resources - 1. [Dune Dashboard](https://dune.com/smriti0804/ltipp) 2. [Python Dashboard for Research Report 1](https://ltipp-program-impact-analysis.netlify.app/) 3. [Python Dashboard for Research Report 2](https://stip-program-impact-analysis.netlify.app/) 4. [ARB Distribution & Tracking for Individual Protocols Sheet](https://docs.google.com/spreadsheets/u/1/d/1-AvmZJerxOZft0FM_0rR13PySpTNoBVCpnc65jDP_Ug/edit?usp=sharing) 5. [Key Takeaways Doc](https://docs.google.com/document/d/1_iTw1PKB9OpG3lcJ9RTnNd9Ule2KdpetOBnEI-T3Ttg/edit?usp=sharing). * * * We view this research as a collaborative effort and warmly invite all delegates and community members to review our reports and provide feedback. Your insights are crucial and will help in working on future research projects. --- _[View the full topic](https://forum.arbitrum.foundation/t/team-lampros-labs-dao-ltipp-research-bounty-reports/27015)._