  Highly Principled Data Science insists on methodologies that are: (1)
scientifically justified, (2) statistically principled, and (3) computationally
efficient. An astrostatistics collaboration, together with some reminiscences,
illustrates the increased roles statisticians can and should play to ensure
this trio, and to advance the science of data along the way.
