Our research workshops have facilitated interdisciplinary discussion between participants that have resulted in important research collaborations and cutting edge applications. To celebrate the four decades of Leeds Workshops, the 2015 LASR Workshop will focus on geometry-driven statistics, which include advanced methods in the analysis of manifolds, directional data analysis and shape analysis, and their cutting edge applications, especially in large data or high-dimensional data.