We review progress over the past decade in observations of large-scale star formation, with a focus
on the interface between extragalactic and Galactic studies. Methods of measuring gas contents and
star formation rates are discussed, and updated prescriptions for calculating star formation rates are
provided. We review relations between star formation and gas on scales ranging from entire galaxies
to individual molecular clouds.