Land Value Tax would decrease the cost of land as it makes land speculation less attractive. People won't be willing to bet on much on real estate if increased prices come with a tax penalty.

Land value tax reduces the cost of the land needed for housing since it incentivizes density. Building taller means each person lives on less land.