It is often related to efforts to create charter schools which are essentially private schools funded by taxes but run by a commercial or non-profit management company. These schools are usually regulated similarly to other private schools, having fewer regulations than the public schools and not under any direct authority of elected officials.
This system does not exist today, but there are many who would like to see it. Lots of people are fed up with what they perceive as the failings of public schools. Very few who advocate for vouchers seem to advocate for education funding in general - most seem to simply want their kids somewhere else.
Historically, the push for vouchers is a right-wing, small-government kind of effort intended to further undermine the public school systems, and also to allow government funds to support religious education which, under the current system, is not permitted.