This talk argues that the years ahead will usher in the era of the algorithm, a notion that might prove just as disruptive as the revolution in the physical sciences was in the last century. The talk will also argue why algorithms are even more powerful than customarily believed but why they will not unleash their true potential until they become full-fledged scientific tools and not just problem-solvers.  (Series: CSE Colloquia - 2008)