The complexity of the biological world demonstrates that chance can produce powerful results since evolution is ultimately driven by random mutational events. Numerous aspects of biology, such as genetic diversity, genome architecture or developmental pathways, are difficult to explain without an understanding of the effects of randomness in evolution. A large fraction of our research efforts aim at quantifying the inherently stochastic trajectory of biological systems using methods of statistical physics.