Nonprofit Open Science Toolkit

An Introduction to the Data Science Ecosystem for Nonprofit Scholars



build

Data Science Tools

An introduction to some of useful tools in the data science ecosystem that will greatly enhance and accelerate the research process. This section covers data-driven documents, APIs, geo-spatial tools, and R packages.

lock_open

Open Data

A guided tour of new and useful data sources in the field, and provides some tools for using data in non-standard formats or automating collection and coding.

donut_small

Research Vignettes

Examples of how data science tools and open data might be used in nonprofit scholarship.