Problem of the Week 1249

An Odd Die Problem

A 6-sided die is thrown until a 1 appears. What is the expected number of throws (including the throw giving 1) conditioned on the event that all throws gave odd numbers?

Source: Due to Eichanan Mossel, seen on a recent blog that I will post with the solution.