B.S., University of Minnesota, Duluth, Minn., 1994.
Ph.D., Mayo Clinic Graduate School of Biomedical Sciences, Rochester, Minn., 1999.

GE Global Research, Niskayuna, N.Y., computer scientist, 1999-2007; Mayo Clinic, Rochester, Minn., lead analyst/programmer, 2007-2019; associate consultant, Division of Medical Physics, Department of Radiology, 2019-2020.

Appointed to the staff of Mayo Clinic, 2020; AI scientist, Division of Informatics, Department of Radiology, 2020-present; Assistant Professor of Biomedical Engineering, Mayo Clinic College of Medicine and Science, 2008-present; Assistant Professor of Radiology, Mayo Clinic College of Medicine and Science, 2022-present.