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The comparative analysis of artifact assemblages is simultaneously enticing and daunting. New research questions can potentially be addressed but a number of limiting factors can hinder the process. The first section of this paper will examine these limitations; the remainder of the paper proposes a model for conducting comparative research via archaeological biography, data mining, and tracing material and quality-of-life trajectories. The model was developed for the Gold Rush Lives project, which seeks to trace how everyday people faired in gold-rush era cities in Victoria, Australia. Drawing from the comparison of two households in Little Lon, Melbourne, the paper will make the case for comparing material trajectories rather than data. [ABSTRACT FROM AUTHOR]