Yes, it was about the time complexity. I have a very primitive understanding of big-O notation from back in sixth form but I never did logarithms in maths (never did maths to a high enough level really).
My fault for not dedicating a bunch of time to read loads of books to pass an interview and instead spending my time making a living at a full time software engineering job.