This methodology guide shows how to use open data in public procurement, ideally released in the Open Contracting Data Standard, to identify corruption risks throughout the procurement process from planning to implementation. 

It is the first in a series of global guides on integrity that we have put together in close collaboration with Development Gateway. We hope to provide actionable and approachable steps that practitioners from across the globe, from researchers to procurement agencies to fellow data dorks, can take to begin analyzing their procurement data through the lens of integrity.

The Red Flags to OCDS Mapping accompanies this guide providing a general schema that maps red flag indicators to the Open Contracting Data Standard and each of the procurement phases.

More information in our release blog post.