Choosing appropriate research metrics is critically important whether one is responsible for research evaluation at the national level, institutional level, or the even the level of the individual researcher. I will discuss how research metrics are employed in several influential national research evaluation systems in the United States, how peer review is employed in the distribution of national research funding, and how individual institutions can evaluate their research programs to better align them with available funding and with national rankings.