awesome-data-for-good
Curated list of resources about Data for Good, Data Science for Good, Data Science for Social Good, Data Science for Public Good, Data for Humanity.
https://github.com/darenasc/awesome-data-for-good
Last synced: 3 days ago
JSON representation
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Courses
- Data for Social Impact course
- Foundations of Humane Technology - paced online course for professionals shaping tomorrow's technology
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Data Science for Social Good Summer Programs
- Data Science for Social Good summer at eScience Institute, University of Washington, US - data-science-for-social-good-projects/)
- Data Science for Social Good at Warwick University, UK
- Data Science for Social Good Fellowship at DFKI, Germany
- Data Science for Social Good, Munich 2023, Germany
- Data Science for Social Good at Data Science Institute, University of British Columbia, US
- Data Science for Social Good Summer Program at Stanford University, US
- Data Science for the Common Good at Center for Data Science, University of Massachussetts Ahmherst, US
- Data Science for the Public Good, Biocomplexity Institute, University of Virginia, US
- Data Science for the Public Good Young Scholars Program, Iowa State University, US
- Florida Data Science for Social Good (FL-DSSG) Program, US
- Data Science for Social Good Summer Fellowship at Carnegie Mellon University, US
- Data Science for Social Good at Warwick University, UK
- Data Science for the Public Good Young Scholars Program, Iowa State University, US
- Florida Data Science for Social Good (FL-DSSG) Program, US
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Ethics
- Ethically Aligned Design v2 - being with Autonomous and Intelligent Systems.
- An Ethical Toolkit for Engineering/Design Practice - center/technology-ethics/Ethics-Toolkit.pdf))
- Practitioner's Guide Data Ethics Toolkits v1.0
- Ethical OS Toolkit
- Ethical OS Toolkit
- Ethical OS Toolkit
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Events
- AI for Good Global Summit - round digital platform where AI innovators and problem owners learn, build and connect to identify practical AI solutions to advance the UN SDGs.
- Geo for Good Summit 2023
- Good Tech Fest
- Geo for Good Summit 2024
- Good Tech Fest
- Geo for Good Summit 2025 - dublin), [2023](https://earthoutreachonair.withgoogle.com/events/geoforgood23), [2022](https://earthoutreachonair.withgoogle.com/events/geoforgood22), [2021](https://earthoutreachonair.withgoogle.com/events/geoforgood21), [2020](https://earthoutreachonair.withgoogle.com/events/geoforgood20). The Summit is intended for nonprofit, academic, public sector, private sector, and Indigenous peoples and local communities who are using (or want to learn to use) our mapping tools (such as Google Earth, Earth Engine, Environmental Insights Explorer, and My Maps) for planetary sustainability and human resilience around the world.
- AI for Good Global Summit - round digital platform where AI innovators and problem owners learn, build and connect to identify practical AI solutions to advance the UN SDGs.
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Frameworks, Guidelines, and Standards
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Tools and libraries
- Principles for Digital Development - enabled programs and are intended to be updated and refined over time.
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Workshops
- Data maturity framework for the not-for-profit sector
- Digital Public Goods Standard
- The Montréal Declaration for a Responsible Development of Artificial Intelligence
- The AI Roadmap
- SAFE AI Framework
- Roadmap to Social Impact - by-step guide to planning, measuring and communicating social impact.
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- Principles for Digital Development - enabled programs and are intended to be updated and refined over time.
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Funding
- Google.org Impact Challenge: Tech for Social Good - time support from a team of Google.org Fellows and up to €3M funding for ‘Tech for Social Good’ projects.
- Skoll Foundation
- X-Prize Foundation
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Global projects
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Organisations
- AI in Africa
- Data2x
- Data for Development Network (D4D.net)
- Data for Good Canada
- Data For Good France
- Data for Good Madrid
- Data for Good Netherlands
- DataForGoodBCN
- DataDotOrg
- DataKind
- Data Science for Social Good Foundation
- Data Science for Social Good Portugal - profit, non-governmental and governmental organizations harness the power of their data to improve its impact on the community.
- DSSG Berlin
- Humanitarian OpenStreetMap Team
- Nesta
- Partnership on AI (PAI) - profit partnership of academic, civil society, industry, and media organizations creating solutions so that AI advances positive outcomes for people and society.
- SoGooD²ata
- UN Global Pulse - create and scale innovations.
- Viz for social good - driven organizations.
- ThinkTech NGO - governmental organisation. We are committed to the independence and autonomy of ThinkTech’s projects and do not accept funding that is conditioned upon conducting research in a particular manner, achieving a particular result, or taking a predetermined position.
- Institute for Accountability in the Digital Age (I4ADA)
- DataForGoodBCN
- Data Science for Social Good Foundation
- Data for Good Canada
- ThinkTech NGO - governmental organisation. We are committed to the independence and autonomy of ThinkTech’s projects and do not accept funding that is conditioned upon conducting research in a particular manner, achieving a particular result, or taking a predetermined position.
- DataKindUK
- Mechanism Design for Social Good (MD4SG) - institutional initiative using techniques from algorithms, optimization, and mechanism design, along with insights from other disciplines, to improve access to opportunity for historically underserved and disadvantaged communities.
- Correlaid - partisan non-profit network of data science enthusiasts who want to change the world through data science.
- DataDotOrg
- Data for Good Canada
- Data for Good Madrid
- Institute for Accountability in the Digital Age (I4ADA)
- GIZ Data-lab
- UN Global Pulse - create and scale innovations.
- IEEE Humanitarian Technologies - led initiatives, programs and projects.
- Humanitarian OpenStreetMap Team
- Humanitarian OpenStreetMap Team
- OECD AI Policy Observatory - disciplinary analysis on artificial intelligence. Our diverse global community of partners makes this platform a unique source of information and dialogue on AI.
- Data for Good Netherlands
- Data Science for Social Good Foundation
- GIZ Data-lab
- AI + Planetary Justice Alliance
- AI in Africa - thinking initiatives that equip the next generation of leaders with the skills and mindset to succeed tomorrow’s world.
- Correlaid - partisan non-profit network of data science enthusiasts who want to change the world through data science.
- Data2x
- Data for Development Network (D4D.net)
- Data For Good France
- DataKind
- DataKindUK
- DrivenData
- EAAMO (Equity and Access in Algorithms, Mechanisms, and Optimization)
- Global Center on AI Governance - led action on inclusive and equitable approaches to the use and governance of Al technologies..
- IEEE Humanitarian Technologies - led initiatives, programs and projects.
- Mechanism Design for Social Good (MD4SG) - institutional initiative using techniques from algorithms, optimization, and mechanism design, along with insights from other disciplines, to improve access to opportunity for historically underserved and disadvantaged communities.
- Nesta
- Partnership on AI (PAI) - profit partnership of academic, civil society, industry, and media organizations creating solutions so that AI advances positive outcomes for people and society.
- Viz for social good - driven organizations.
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Other awesome awesome repositories
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Publications
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
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Readings
- The Data for Good Growth Map - Based Data for Good Program (November 2021). eScience Institute, University of Washington, US.
- The Open Data Handbook
- AI for Good: Applications in Sustainability, Humanitarian Action, and Health
- AI for Social Good, Using Artificial Intelligence to Save the World
- Responsible Data Handbooks
- The Open Data Handbook
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Research
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Workshops
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- Journal of Computational Social Science
- Stanford Social Innovation Review
- ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT)
- The International Peace Information Service (IPIS)
- Meta's Data for Good
- Microsoft's AI For Good Research Lab
- ACM GOODIT 2024 - 6 September 2024, Bremen, Germany.
- ACM Conference on Equity and Access in Algorithms, Mechanisms, and Optimization
- Data for Social Good - Profit Sector Data Projects.
- Artificial Intelligence, Ethics, and Society Conference (AAAI/ACM)
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- AINow Institute
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- The Eurpoean Phisical Journal (EPJ) Data Science
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Artificial Intelligence, Ethics, and Society Conference (AAAI/ACM) 2026 - conference.com/2025/), [2024](https://www.aies-conference.com/2024/), [2023](https://www.aies-conference.com/2023/), [2022](https://www.aies-conference.com/2022/), [2021](https://www.aies-conference.com/2021/), [2020](https://www.aies-conference.com/2020/), [2019](https://www.aies-conference.com/2019/), [2018](https://www.aies-conference.com/2018/).
- Data for Social Good - Profit Sector Data Projects.
- Distributed AI Research Institute - rooted research..
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- Data for Social Good - Profit Sector Data Projects.
- ACM Conference on Equity and Access in Algorithms, Mechanisms, and Optimization
- Data for Social Good - Profit Sector Data Projects.
- Distributed AI Research Institute - rooted research..
- Fairness, Accountability, and Transparency in Machine Learning (FATML)
- The International Peace Information Service (IPIS)
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Resources
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Tools and libraries
- PhilanthroPy - source scikit-learn native toolkit for nonprofit fundraising analytics: leakage-safe donor propensity, lapse, planned-giving, wealth-screening and revenue-forecasting estimators.
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Workshops
- ATLAS of Sustainable Development Goals 2023
- Data for Good Organisations Map
- Decision Tree for the Responsible Application of AI
- Global Partnership for Sustainable Development Goals
- fAIr: AI-assisted Mapping - assisted mapping service developed by the [Humanitarian OpenStreetMap Team (HOT)](https://www.hotosm.org/) that aims to improve the efficiency and accuracy of mapping efforts for humanitarian purposes.
- UN Global Platform
- DFx Viz Tool
- GeoHub
- UN AI Resource Hub - related activities from across the UN system, access resources, foster collaboration, and build on existing initiatives effectively..
- Global Partnership for Sustainable Development Goals
- Work in Data4Good!
- Correlaid's Projects Database
- The AI Resist List
- Civic Tech Field Guida
- Correlaid documentation for Data for Good projects
- Correlaid's Projects Database
- Data Science for the Public Sector
- Data to the People
- GapMinder
- GeoHub
- Open Source for Social Sector Organizations
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Programming Languages
Categories
Sub Categories
Keywords
awesome
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python
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machine-learning
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open-source
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datasets
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deep-learning
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dataset
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software
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geo
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geospatial
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geospatial-library
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geotools
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gis
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map
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spatial-analysis
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awesome-list
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data-mining
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explainability
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interpretability
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large-scale-machine-learning
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large-scale-ml
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machine-learning-operations
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collections
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python-frameworks
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aaron-swartz
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apis
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lists
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sentinel
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ai
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hotosm
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humanitarian
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ramp
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yolov8
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data-science
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donor-analytics
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