Yet More Housing

There are lots of ways of looking at the housing market. Via Twitter, Scott Shaffer suggests looking at the change in rent vs. change in income for the largest American communities. Here’s his chart:

Shaffer’s data comes from the ACS. I created a similar chart for a dozen big cities using BLS rent inflation data and Census Bureau income data:

The results are similar, though Shaffer’s chart is more dramatic than mine. The ACS data suggests that, relative to income, rents have increased between 10-30 percent in the largest US counties since 2000. The BLS data comes in closer to 0-20 percent.

My chart is limited because the BLS doesn’t have historical rent series for more than about the dozen biggest cities. It also has the usual drawback of being based on entire metro areas, not just central cities, but Shaffer’s data is county-based and suffers from the same limitation. In any case, the more I’ve worked with this data the less I think this is a problem. In places with tight housing, the surrounding suburbs tend to increase in price at similar rates to the core city.

For what it’s worth, I’ve worked a bit with the ACS data and have come to have some suspicions about it. In Shaffer’s chart, for example, the scatterplot is surprisingly tight even though he’s plotted the top 100 counties. This means it goes all the way from Los Angeles down to cities like Birmingham, Stockton, and Rochester, and it’s hard to believe that every single one of them has seen such similar rent increases.

But then again, maybe they have. That’s part of the problem with this subject: there are lots of different data sources and none of them are ideal. The choice of starting and ending points can also make a big difference. What’s more, income vs. rent in big cities is inherently problematic since it can stay flat just by pushing out everyone with a middle income and attracting lots of new high-income residents. This is very much the case with San Francisco, for example.

Anyway, this is the latest cut at the housing data.

POSTSCRIPT: As usual, I should add that this is all median data and tells us nothing about low-income families or low-income housing. I’ve taken a stab or two at that, but the data is very difficult to get a handle on.


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