Research Seminar at the Institute of Applied Statistics
April, 20th - Dr. Georg Zimmermann, Team Biostatistics and Big Medical Data, IDA Lab Salzburg, Paracelsus Medical University, Salzburg, Austria: "Handling ordinal outcomes in medical research"
Meeting-ID: 280 519 2121
In medical research rating scales for quality of life, clinical outcome after surgery, assessment of pain, and other patient-relevant aspects are frequently used. Mathematically, these are ordinal measurements, particularly if the number of categories is small (e.g., a 7-point qualitative scale from “no symptoms” (0) to “death” (6)). Hence, classical parametric methods cannot be applied, and nonparametric approaches should be considered as an alternative instead. However, providing recommendations regarding which method to use is sometimes difficult, due to the lack of systematic empirical comparisons of different approaches. Moreover, especially in applied research, classical “cookbook recipes” are widely used, which might be a barrier with respect to implementing more nuanced methodological considerations in practice. On top of that, there are still some settings of high practical relevance (e.g., covariate adjustment) which pose methodological challenges to statisticians. Therefore, the talk addresses those aspects by presenting some recent methodological developments in the field of nonparametric rank-based statistics, motivated by applications in medical research, especially in research on rare diseases.
April 20, 2023
15:30 - 17:00 PM
S2 Z74, Science Park 2