Mariam Ibrahim Sheikh, Sr. Program Manager and Boniface Owino, Data Analyst with development initiatives on the role of data in health resource mapping to support initiatives to crowd-in finance and generate data for decision making,and for various consumers is formats and visualisations pertinent to them.