Abstract of our paper describing motifs presented at eSci2012  "While workflow technology has gained momentum in the last decade as a means for specifying and enacting compu- tational experiments in modern science, reusing and repurposing existing workflows to build new scientific experiments is still a daunting task. This is partly due to the difficulty that scientists experience when attempting to understand existing workflows, which contain several data preparation and ada...