What is the bigger cause of increased US housing prices?

Have there been any studies that attempt to show how much of increased housing costs in the US is caused by a lack of supply and how much is caused by houses being larger and overall better built than they were in the past?

I imagine the former has a bigger impact than the latter, but it would be interesting to see if anyone has been able to determine what the actual breakdown would be