Background and Purpose The Neurology Mortality Review Committee at our institution identified variability in location of death for patients on our inpatient neurology services. Hospice may increase the number of patients dying in their preferred locations. This study aimed to characterize patients who die on inpatient neurology services and explore barriers to discharge to hospice. Methods This retrospective study was completed at a single, quaternary care medical center that is a Level I Trauma Center and Comprehensive Stroke Center. Patients discharged by an inpatient neurology service between 6/2019-1/2021 were identified and electronic medical record review was performed on patients who died in the hospital and who were discharged to hospice. Results 69 inpatient deaths and 74 discharges to hospice occurred during the study period. Of the 69 deaths, 54 occurred following withdrawal of life sustaining treatment (WLST), of which 14 had a referral to hospice placed. There were 88 “hospice-referred” patients and 40 “hospice-eligible” patients. Hospice-referred patients were less likely to require the intensive care unit than hospice-eligible patients. Hospice-referred patients had their code status changed to Do Not Intubate earlier and were more likely to have advanced directives available. Conclusion Our data highlight opportunities for further research to improve discharge to hospice including interhospital transfers, advanced directives, earlier goals of care discussions, palliative care consultations, and increased hospice bed availability. Importantly, it highlights the limitations of using in-hospital mortality as a quality indicator in this patient population.