Generosity AI

Tools & Initiatives

Information and links on tools and initiatives in development on adopting AI and LLMs in the social sector.

The Human Stack AI For Anyone


Zeus: Deep Learning Energy Measurement and Optimization


990 Accessibility Enhancer


US-based non-profits file an annual from with the IRS (Form 990), which the IRS then makes available in an XML format. The form includes several important free-text fields, and filings often contain errors that make

Racial Wealth Equity Database


Bespoke Non-Profit Activity Codes


National Taxonomy of Exempt Entities (NTEE) codes have become the primary classifier of nonprofit missions since they were developed in the mid-1980s in response to growing demands for a taxonomy of nonprofit activities (Herman in

Nonprofit Data 101 Webinar Series


Leading in a World Where AI Wields Power of Its Own


Re-mapping the US Non-Profit Sector


This research developed a machine-learning classifier that reliably automates the coding process using the National Taxonomy of Exempt Entities as a schema and remapped the U.S. nonprofit sector. I achieved 90% overall accuracy for classifying

Estimating and Validating PM2.5 Levels Using Satellite and Ground Observations in Selected African Cities for Environmental Justice


HubSpot AI-Powered Marketing Software


Considerations for Governing Open Foundation Models


What the public think of charities using AI


Public Utility Data Liberation


PAI’s Guidance for Safe Foundation Model Deployment A Framework for Collective Action


990 Databaser


Globally there are dozens of administrative or research databases to track the current population of third sector organizations. This data has oten been released in formats that are not always easy to use – ASCII

Announcing Purple Llama: Towards open trust and safety in the new world of generative AI


DataGemma: Using real-world data to address AI hallucinations


Researching Charity Dissolution


This repository provides data, code and information for researching charity dissolution in multiple jurisdictions. It is based on the work completed during a British Academy funded project (2019-2020): Mission Accomplished: A Cross-national Examination of Charity

Checklist for Artificial Intelligence Deployment


Text to SDG


The text2sdg package provides functions for detecting SDGs in text, as well as for analyzing and visualization the hits found in text. The following provides a brief overview of the contents of the package.

How A.I. Health-Care Chatbots Learn From The Questions of an Indian Women’s Organization


The Data Observation Toolkit (D.O.T.)


Generosity Text-Mining


Academic and para-academic literature is rich with descriptions of culturally-specific behaviour. Many of these traditions and practices were studied in contexts far removed from thoughts of generosity, but still have relevance for our understanding of

Foreclosure and Evictions Analysis Tool (F.E.A.T)


Fundraising Appeal Evaluator


Webscraper


R package to scrape content like mission statements and social media handles from nonprofit websites.

Fill-in-the-Blanks AI Policy Builder


AI Landscraper


Searches Google (CSE API) for AI and nonprofit related content, and scrapes results using playwright-python. Primary purpose is to create a text dataset for use by LLM’s in projects that aim to understand the nonprofit

Digital Guardian Secure Collaboration


Social Science Data Lab


The Social Science Data Lab is an event series at the Mannheim Centre for European Social Research (MZES). It offers a platform for young scholars to present and discuss cutting-edge methods for the collection, management,

Inspiring Action: Identifying the Social Sector AI Opportunity Gap


OurResearch receives $7.5M grant from Arcadia to establish OpenAlex, a milestone development for Open Science


AI & Generosity Knowledge Hub


Create and utilize a scraper tool to organize the most relevant and up-to-date resources, creating a dynamic, user-friendly knowledge hub for nonprofits to stay informed and empowered.

Ethical Guidance


Create ethical guidance for AI best-practice for non-profits including both ethical and AI alignment parameters.

AI-Driven Air Quality Forecasting for Asunción


Wize: The AI Assistant Built Specifically for Fundraising Teams


Leveraging AI for Environmental Justice and Environmental Impact Assessment for Advocacy on Nuclear Energy and Policy


Designing Your Human-Centered AI Strategy: The Social Sector Cohort


ML Classifiers for Non-Profit Mission Statements


Having clear taxonomies or categorical variables that describe nonprofit program activities makes many forms of data more theoretically meaningful and practially useful. They can be used to organize grants, examine collective impact from a set

Nonprofit Data 101: A Year of Generative AI Learnings


Momentum’s AI Donor Engagement Platform


Home-Cooked Software and Barefoot Developers


Scale Zeitgeist: AI Readiness Report


AIG SMS for Environmental Justice among the Mau Indigenous Community