This paper assesses the validity and accuracy of firms' backward patent citations as a measure of knowledge flows from …. Using survey-based measures of the dimensions of knowledge flows, we identify sources of systematic measurement error … knowledge flows from public research, but they appear to miss knowledge flows that are more private and contract-based in nature …