The Special Interest Group on High Performance Computing of the Association for Computing Machinery (ACM SIGHPC) has created the Computational and Data Science Fellowships program to increase the diversity of students pursuing graduate degrees in data science and computational science. Specifically targeted at women or students from racial/ethnic backgrounds that have not traditionally participated in the computing field, the program is open to students pursuing degrees at institutions anywhere in the world.