You are right, he doesn't need that much.
As for timelines, I think with enough motivation an entire GCSE can be devoured in a few months but the author is being realistic about the time: as an adult autodidact, you'd probably be doing it in addition to work/family/all the rest, so it can take longer.
Also timelines seem off. 1 to 2 years for gcse maths? Children do that while studying 9 subjects at the same time. An adult could go through that in months with a good book.