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This paper examines how Canadian constituency campaigns perceive and use data in elections. We apply a conceptual framework for data-driven campaigning, developed from existing literature, to participant observations and interview responses from the Conservative, Liberal and NDP campaigns in a single riding during the general election of 2015. The rhetoric of “big data” notwithstanding, we find significant variation in the extent and nature of the use of data at the constituency level, and that the increasing use of data in electioneering may have a centralizing effect on traditionally stratarchical political party organization. [ABSTRACT FROM PUBLISHER]