Introduction

The RDM 2025 workshop will focus on advancing methodologies and applications that ensure trustworthy, interpretable, and ethical data-driven decision systems. As organizations increasingly depend on automated insights for high-stakes domains such as healthcare, finance, and policy-making, this workshop addresses critical challenges like model transparency, uncertainty quantification, fairness, and scalability. 

We invite contributions that bridge innovative data mining techniques with robust decision frameworks, emphasizing real-world impact, human-AI collaboration, and solutions to mitigate biases and risks in dynamic environments. We aim to inspire researchers to explore cutting-edge research and foster interdisciplinary collaboration in building reliable decision-making tools for tomorrow’s challenges.