  This Astro2020 State of the Profession Consideration White Paper highlights
the growth of astrostatistics and astroinformatics in astronomy, identifies key
issues hampering the maturation of these new subfields, and makes
recommendations for structural improvements at different levels that, if acted
upon, will make significant positive impacts across astronomy.
