State testing programs regularly release previously administered test items to the public. We provide an open-source recipe for state, district, and school assessment coordinators to combine these items flexibly to produce scores linked to established state score scales. These would enable estimation of student score distributions and achievement…

As changing student demographics make it harder for today's learners to earn a four-year degree, educators are experimenting with smaller credentialing steps, such as digital badges. Mark Milliron, chancellor of Western Governors University Texas, advocates the creation of a "family of credentials," ranging from digital badges to certifications,…