{"id":20357988,"url":"https://github.com/prak112/esg-profile","last_synced_at":"2025-04-12T03:15:05.801Z","repository":{"id":142220861,"uuid":"343571055","full_name":"prak112/esg-profile","owner":"prak112","description":"Assessing stock-price fluctuations of companies based on their ESG-profiles","archived":false,"fork":false,"pushed_at":"2022-11-30T09:25:10.000Z","size":2212,"stargazers_count":4,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-04-12T03:14:58.481Z","etag":null,"topics":["data-analysis-python","pdf-scraping","sustainability-score"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/prak112.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-03-01T22:10:16.000Z","updated_at":"2024-04-29T21:40:48.000Z","dependencies_parsed_at":"2023-05-19T02:31:04.017Z","dependency_job_id":null,"html_url":"https://github.com/prak112/esg-profile","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/prak112%2Fesg-profile","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/prak112%2Fesg-profile/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/prak112%2Fesg-profile/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/prak112%2Fesg-profile/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/prak112","download_url":"https://codeload.github.com/prak112/esg-profile/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248510001,"owners_count":21116130,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["data-analysis-python","pdf-scraping","sustainability-score"],"created_at":"2024-11-14T23:24:52.913Z","updated_at":"2025-04-12T03:15:05.795Z","avatar_url":"https://github.com/prak112.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Motivation 🚀\n_Blog posts which motivated me to compose the project are:_\n* **[Databricks, Engineering blog/tutorial post by Antoine Amend](https://databricks.com/blog/2020/07/10/a-data-driven-approach-to-environmental-social-and-governance.html)**\n* **[Sustainometric blog post, ESG to SDGs](https://sustainometric.com/esg-to-sdgs-connected-paths-to-a-sustainable-future/)**\n\n ## _Abbreviations \u0026 Supplementary_ 🔤\n- **ESG** -- [Environmental, Social and Governance](https://www.investopedia.com/terms/e/environmental-social-and-governance-esg-criteria.asp)\n- **SDG** -- [Sustainable Developmental Goals](https://sdgs.un.org/goals)\n- **GRI** -- [Global Reporting Initiative](https://www.globalreporting.org/how-to-use-the-gri-standards/resource-center/)\n\n## Background\nSustainability standards refers to the ESG guidelines outlined by GRI. Organisations report their non-financial impacts according to the [GRI framework](https://www.globalreporting.org/how-to-use-the-gri-standards/gri-standards-english-language/) They could be briefed as follows:\n* Environmental - **E** \n    * building economic growth within environmental degradation limits, i.e., keeping water, soil, air \u0026 biodiversity (wildlife) clean\n* Social        - **S**\n    * focusing on maintenance and prosperity of the employees and their communities, \n* Governance    - **G**\n    * developing ethical standards of administration within the organisation\n\u003c/br\u003e\n\n## Aim \n1. **Determine correlation betweeen ESG performance (acc. to GRI?) and Stock performance**\n2. **Develop dashboard to view ESG performance at par with Stock performance**\n\n## _Hypothesis_ 🏷️\n### **Traditional Growth Model (H0)**\n_Value creation \u0026 ESG Reporting by Organisations do NOT CORRELATE with GRI standards and sometimes stagnates performance_\u003c/br\u003e\n\n### **Modern Growth Model (HA)**\n_Value creation \u0026 ESG Reporting by Organisations do CORRELATE with GRI standards and leads to resilient performance_\u003c/br\u003e\n\n\n## _Assumption_\n1. Organisation's stock performance defines the economic growth of that entity.\n2. Organisation's Annual sustainability reports are based on GRI standard framework and are updated.\n\n## **Declaration** \n- I understand that there could be several possibilities to show the growth of an Organisation. \n- This is my attempt to focus on one aspect of growth identifiers. \n- Hence, showing the **correlation between following a global ESG standard framework (GRI) and Long-term value creation**.\n\n\n# Approach 🏗️\n## Sustainability profiling of Companies\n* **MODULE 1** - Coalesce top 100 companies list from [dataset](https://github.com/prak112/esg-profile/blob/7b320c46d47dca93c9b0abf453bcc234039b91c7/dataset) 💾\n\n* **MODULE 2** - Collect Annual Sustainability reports of these companies\n\n* **MODULE 3** - Process the reports to identify Key Sustainability Indicators (KSIs)\n\n* **MODULE 4** - Categorize KSIs into industrially acknowledged impacts:\n    - EnvironmentaL -  impact on land, air, water and ecosystems\n    - Social        - impact on employee and their families' lifestyles\n    - Governance    - impact of company policies governing the management of above two impacts\n\n* **MODULE 5** - Build Dashboard to visualize Stock Market performance based on their KSIs \n\n* **MODULE 6** - _IF \u0026 Wherever possible_, Identify :\n  - **Proxy data** provided by services to companies\n  - **Outsourcing ESG activities**, such as purchasing carbon offsets without improvements in Company's Sustainability\n\n\n \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fprak112%2Fesg-profile","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fprak112%2Fesg-profile","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fprak112%2Fesg-profile/lists"}