This BID Initiative Theory of Change document focuses on Primary Outcomes 3 and 4 of the BID Initiative. This narrative elaborates on the BID Initiative hypotheses related to scaling and diffusing of solutions developed and tested to address data quality and use challenges, and the strategic approaches taken to scale within demonstration countries and across the Sub-Sahara Africa region.