This presidential address discusses the developing body of research on the quality and idiosyncrasies of historical data, focusing in particular on historical census microdata. I argue that greater attention to source criticism as a genuine subfield of social science history is essential for four reasons: to fully benefit from the expansion of big historical data, to imagine new ways to analyze historical data beyond the intentions of creators, to share insights with a wider range of scholars, and to contribute nuanced perspectives on historical data to public debates surrounding the use of these sources. I contend that historians outside social science history are vastly underestimating the creativity that is happening in our field. I also argue that social science historians are underestimating how important our work is to informing public discourse.