Policy and decision-making are increasingly becoming data-driven. With growing access to diverse datasets, there is a push to integrate information for a more holistic understanding, especially at the granular levels. Yet, legacy systems of data collection continue to operate in silos. A prime example is the decennial Population Census, which captures demographic data but not their means of livelihood.