[3] Rose was originally enrolled in George Washington's pre-med mechanical and aerospace engineering program but chose to change her major to statistics.

[5] Rose completed her postdoctoral research fellowship at Johns Hopkins University (JHU) before joining Harvard Medical School as an assistant professor of Biostatistics.

While at JHU, she received their Delta Omega Scholarship and a Young Investigator Award from the International Conference on Advances in Interdisciplinary Statistics and Combinatorics.

The paper demonstrated that "new statistical machine learning methods may be better able to search the claims data used for risk adjustment in order to predict health spending".

[19] As an associate professor of medicine at Stanford, Rose was the recipient of the 2021 Gertrude M. Cox Award for her work applying statistics to improve health care.