In March 2008, Anscombe was appointed by the New Zealand Rugby Union as an assistant coach for the inaugural IRB Junior World Championship. Anscombe and head coach Dave Rennie made a formidable partnership at the "Baby Blacks", guiding the side to consecutive Champions between 2008 and 2010.