metadata: {"signature": "0x1a1a512115a869544f2505dc0c649c7b51c91374542ff832e415c3d17f3b73be08da9ea38a5335fb04c815c4cc844bdb30b07ce7212289cdd4e3c01f4860231b1b", "application": {"round": "0x5aa255d5cae9b6ce0f2d9aee209cb02349b83731", "answers": [{"type": "email", "hidden": true, "question": "Email Address", "questionId": 0, "encryptedAnswer": {"ciphertext": "iC19WURb81mvrpRrwFOtdLke0IF/Hv4PJUR5dCDjVMq3Y2jXKtnYQGiczk3d8rBx", "encryptedSymmetricKey": "89281feca80dcc999da95acb08a41b2ae519dec796681a06a180106041b02c42617a16f55f5fbc1a3c5bd5c8a34dd00ef4cd00ccd7c24ba40bb5a3072024a46343ba02bd755c2c602a388be408e6aaa565e58f3e533f55bbf26310b519779580fcd721a877a09d2ec0495eab31e956edd48e88667ebd557ade4fbf9fe92c02220000000000000020ec281584f728728cc32c98746e4c599d05ed4523f8615be5147f875b8f882fdebfa728fcd32bf7513dac7ed8d46b9c87"}}, {"type": "multiple-choice", "answer": "Yes", "hidden": true, "question": "Are you submitting as an individual? Please make sure your proposal has your name or alias both title and description. Only individual submissions are allowed.", "questionId": 1}, {"type": "checkbox", "answer": ["EC - Innovation: Experiment with Gitcoin\u2019s products and build prototypes ", "EC - Impact: Forward Gitcoin as a powerful impact-driven brand", "EC - People: Deepen engagement and grow participation in Gitcoin\u2019s ecosystem"], "hidden": false, "question": "Which of Gitcoin\u2019s Essential Intents ('EI') and/or the Ecosystem Collective\u2019s focus areas ('EC') does your Grant support? How does your work support this area? (Essential Intents: https://gov.gitcoin.co/t/update-gitcoin-s-ratified-essential-intents-2023-2024-and-a-recap-of-our-successes/16818, Ecosystem Collective Focus Areas: https://gov.gitcoin.co/t/introducing-gitcoin-s-ecosystem-collective/17954)   You can select more than one.", "questionId": 2}, {"type": "paragraph", "answer": "GrantsScope harnesses the power of data analytics, machine learning, and advanced Large Language Models (LLMs) to enhance project visibility and democratize access to funding for hundreds of grantees. As Grants Stack gets adopted outside Gitcion, the open-source development of GrantsScope will enable communities to discover grantees using self-service tools.", "hidden": false, "question": "How did your work directly support the area you selected above? ", "questionId": 3}, {"type": "paragraph", "answer": "Over 500 unique users in total have used the apps according to analytics captured on StreamLit (few examples [here](https://i.postimg.cc/mZKdqVtD/Screenshot-2024-03-19-at-5-09-48-PM.png), [here](https://i.postimg.cc/gkRMPRZK/Screenshot-2024-03-19-at-5-10-04-PM.png), [here](https://i.postimg.cc/zBBWXmPr/Screenshot-2024-03-19-at-5-10-31-PM.png))", "hidden": false, "question": "Please describe the impact your work has had on Gitcoin and how you measured this. Please include links/proofs to work you did to support Gitcoin in its mission in either your grant or below. Submissions without links or images to prove your impact will be denied. ", "questionId": 4}, {"type": "link", "hidden": false, "question": "If you are using Karma\u2019s GAP (https://gap.karmahq.xyz) to log your Milestones, please link your Grant here. ", "questionId": 5}, {"type": "multiple-choice", "answer": "Yes", "hidden": true, "question": "Are you seeking funding for work that\u2019s already been completed? Note that only grants seeking retroactive funding will be eligible.", "questionId": 6}, {"type": "short-answer", "answer": "Citizens Round #2 - $612; GG19 Web3 Community Round - $416", "hidden": false, "question": "Has this work been previously funded through Gitcoin\u2019s Grant Stack? If so, by what means and for how much?", "questionId": 7}, {"type": "short-answer", "answer": "No.", "hidden": false, "question": "Has this work been previously funded outside Gitcoin? If so, by who and for how much?", "questionId": 8}], "project": {"id": "0x769847f797115434861cd3c1ba7ae09cde925500f55bc74a405f0008df0d972a", "title": "GrantsScope developed by Rohit Malekar", "logoImg": "bafkreigb456ygq44wvjxsrpgnckoyxl2n4d4w5irgbz4tra6dbf4castxm", "metaPtr": {"pointer": "bafkreieusduwzrsegzshmtfqqdi3co3xufu2xdmfosvpcsy45g5nl2ajhi", "protocol": "undefined"}, "website": "https://grantsscope.xyz/", "bannerImg": "bafybeibrcljtp3nqiowx7qng7fh2xkj23rnm6fbidqosdu5qxrtcudkkue", "createdAt": 1710847986868, "userGithub": "rohitmalekar", "credentials": {"twitter": {"type": ["VerifiableCredential"], "proof": {"jws": "eyJhbGciOiJFZERTQSIsImNyaXQiOlsiYjY0Il0sImI2NCI6ZmFsc2V9..0WJe7H-8lFlk5_H-IJFI3UEzFsq2j9mQoVLw3dDfhMgvnir4gSXMMxp21-fPSGYseW5PzgKscYoC_MBxkLDiBQ", "type": "Ed25519Signature2018", "created": "2023-11-08T06:56:20.686Z", "proofPurpose": "assertionMethod", "verificationMethod": "did:key:z6MkghvGHLobLEdj1bgRLhS4LPGJAvbMA1tn2zcRyqmYU5LC#z6MkghvGHLobLEdj1bgRLhS4LPGJAvbMA1tn2zcRyqmYU5LC"}, "issuer": "did:key:z6MkghvGHLobLEdj1bgRLhS4LPGJAvbMA1tn2zcRyqmYU5LC", "@context": ["https://www.w3.org/2018/credentials/v1"], "issuanceDate": "2023-11-08T06:56:20.686Z", "expirationDate": "2024-02-06T06:56:20.686Z", "credentialSubject": {"id": "did:pkh:eip155:1:0x2dd2036C9Db2ADA2739509AF0047c00C8b9291EF", "hash": "v0.0.0:R8KBzXPJgwixo98GvfgMPf00Yw0eqGaQgAyGHfvWcqw=", "@context": [{"hash": "https://schema.org/Text", "provider": "https://schema.org/Text"}], "provider": "ClearTextTwitter#RohitMalekar"}}}, "description": "GrantsScope is pioneering the intersection of data science and AI to empower donors in the web3 public goods funding (PGF). \n\n> Our mission? To revolutionize how donors identify and support grantees during PGF rounds.\n\n### The Challenge: \nIn large PGF rounds, where hundreds of grantees vie for attention, the brightest spotlight often falls on those with the strongest marketing. This imbalance creates a cycle where deserving projects may go unnoticed, leading to an uneven distribution of resources and opportunities.\n\n### The Result: \nThis disparity not only places additional burdens on grantees to amplify their visibility but also diverts their focus from creating meaningful impact. As a result, the true potential of PGF is left untapped, and innovation in public goods is stifled.\n\n### Our Solution: GrantsScope\nWe believe in leveling the playing field. GrantsScope harnesses the power of data analytics, machine learning, and advanced Large Language Models (LLMs) to enhance project visibility and democratize access to funding. Our experiments are designed to assist donors during quadratic funding rounds on Gitcoin Grants by\n- Providing personalized recommendations, helping donors easily navigate the complexity of PGF rounds.\n- Offering self-discovery tools that empower donors to explore and connect with projects that resonate with their values.\n- Reducing information asymmetry, ensuring donors comprehensively understand the PGF landscape.\n\n### Our Impact: \nThe apps developed and deployed since Citizens Retro Round #2 are as follows:\n- March 2024: [Clustering-based Discovery tool](https://gp-octant.streamlit.app/) for GreenPill Network x Octant Community Round\n- January 2024: PoCs for [Grantee Recommendations Engine](https://gov.gitcoin.co/t/concepts-pocs-and-early-results-for-personalized-grantee-recommendations/17469)\n- December 2023: [Code-created NFT](https://zora.co/collect/oeth:0x4e17da9659cca38ebfd98446d2b404bf94fe9997/1) art to illustrate power of PGF\n- December 2023: [2023 Wrapped](https://2023-wrapped-gitcoin.streamlit.app/) with Personalized Grantee Recommendations for Gitcoin Donors\n- November 2023:  [Conversational App](https://all-about-gg19.streamlit.app/) for 500+ projects in GG19 \u2013 Program Rounds and Climate Solutions Rounds\n\nVisit https://grantsscope.xyz/ to access the complete list of apps, source code, and sample results.\n\nJoin a growing community of over 500 unique users, as verified by StreamLit analytics, in exploring innovative applications that leverage conversational experiences using LLMs (Large Language Models) and clustering techniques.\n\n### What's next?\nAs the next milestone, GrantsScope will utilize existing onchain data and clustering techniques to offer personalized recommendations to donors in Gitcoin Grants (GG20) in April 2024.\n\n### The Team: \nRohit Malekar currently maintains this project as a single-person team. It is built on data abstractions created by Grants Stack Indexer and Gitcoin Grants Data Portal with plans to integrate with Regen Data.", "lastUpdated": 0, "projectTwitter": "rohitmalekar"}, "recipient": "0x2dd2036C9Db2ADA2739509AF0047c00C8b9291EF"}}