CLEAR Global

Development of backend systems for LUDP to enable crowdsourced data creation and validation. Build API endpoints to integrate with others systems and initiatives, enabling seamless data transfer to volunteer linguists and query routing for dataset curation. Includes matching logic to assign tasks, core API infrastructure, and contributor/activity tracking to ensure transparency, recognition, accountability, and quality control.

Ongoing support for the quality, sustainability, and impact of the LUDP platform. This includes continuous data expansion and refinement, development of analytical models and indicators, production of country-, context-, and topic-specific briefings, legal and licensing governance, analytics improvements, and the maintenance and growth of a contributor community. Funding supports both operational continuity and the generation of new insights to inform humanitarian decision-making.