Top ranked or cheaper college ..?

PhD program admissions are probably most likely to consider the reputation of the applicant’s undergraduate major department, often in terms of their own experience with BA/BS graduates from that department as PhD students. Obviously, this may not necessarily match up with published rankings of schools.