Arthur Conan Doyle’s iconic character Sherlock Holmes famously said ‘it is a capital mistake to theorize before one has data’. We certainly agree, as data is the foundation of any optimization process. Here, we discuss what companies that collect data can do and tackle the myth that data has to be "perfect" for a machine to be able to work with it.