Can voice recognition technology identify a masked jihadi?

The latest video of a masked Islamic State jihadist apparently speaking with a British accent led to him being tentatively identified as Muslim convert Siddhartha Dhar from East London. Voice recognition experts were reportedly working with UK intelligence services using voice analysis. But how does this technology work and what is it capable of?