There is an interesting article on the relationship between savings rate and number of years required to save for retirement.

Given a savings rate, the number of years required is income-invariant. (A given savings rate may not be invariant of course.)

https://www.mrmoneymustache.com/2012/01/13/the-shockingly-si...