 Depending on which view on data one takes, expectations around what big data can do for science will vary dramatically. The representational view accommodates the idea of big data as providing the most comprehensive, reliable and generative knowledge base ever witnessed in the history of science, by virtue of its sheer size and heterogeneity. The relational view makes no such commitment, focusing instead on what inferences are being drawn from such data at any given point, how and why.