Bus Inf Syst Eng 68(1):159–183 (2026)
https://doi.org/10.1007/s12599-024-00922-2
RESEARCH PAPER

Challenging the Performance-Interpretability Trade-Off:
An Evaluation of Interpretable Machine Learning Models
Sven Kruschel         Nico Hambauer     Sven Weinzierl    Sandra Zilker   
Mathias Kraus         Patrick Zschech


Received: 30 September 2023 / Accepted: 20 September 2024 / Published online: 13 February 2025
 The Author(s) 2025

Abstract Machine learning is permeating every conceiv ...