David worked throughout World War II in the statistical sciences. She was an experimental officer for the Ordinance Board at the Ministry of Supply and a senior statistician for the Research and Experiments Department at the Ministry of Home Security. She was also a member of the Land Mines Committee at the Scientific Advisory Council and a scientific advisor on mines for the Military Experimental Establishment.

