Constance Citro (National Academies of Sciences, Engineering, and Medicine) and Ronald Prevost (Georgetown University) have written a geographic primer dealing with differential privacy effects on small geographies. The report is available for download here:

U.S. Political and Statistical Geography & Census Small-Area Statistics: A Primer