Are We There Yet?
The market bottom still lies ahead, based on rent-to-value ratios in the
Miami condo market
By James
R. Follain, Ph.D., and Barbara A. Follain, Cyberhomes Contributors
Published:
April 30, 2007
Where are housing prices headed? Homeowners, home hunters and investors all
want to know whether house prices have arrived at their low point for the current
cycle. The evidence is mixed, at least based on one analysis of a key indicator
of housing price trends: the ratio of rent to home value, using Miami’s condo
market as a case study.
The rent-to-value ratio can be a useful barometer of the steam left in the
housing market. Let’s look at an example of how it works. In 1974, a young
couple bought a home for $22,000. At that time, the rent they had been paying
was about equal to the mortgage payment, $222 per month. It seemed like a good
deal, and it was: They sold the house three years later for $30,000. They had
grown their investment by $8,000.
Later, this couple used their profits to buy a more expensive home. In this
case, monthly rent would have been much less than the mortgage payment on this
home. It seemed like not such a wise investment. The house sold three years
later for the same price that they had paid for it.
The rent-to-value ratio can provide insight about the future path of house
prices because investors are choosing to put their money into real estate rather
than other investments. Consider the investor in real estate, who has been
quite active in the Florida condo market. Her return consists of rent and capital
gains. If, on average, the expected returns to the real estate investment equal
those for an alternative investment of similar risk, then a rent-to-value ratio
lower than the expected return on the alternative investment means that the
real estate investor is expecting to make up the difference when the property
is sold. Hence, all else equal, a lower rent-to-value ratio implies higher
future appreciation in the real estate.
Investors in stocks will note a strong similarity between this story and one
often told about the predictive power of price-to-earnings ratios in the stock
market, or P/E ratios. E is equivalent to rent in housing and the P/E ratio
is just the opposite of the cap rate in housing parlance.
A number of studies have been conducted of the rent-to-value ratio. We highlight
three recent and very good ones.
- In 2003, well-known economist Edward Leamer of UCLA wrote a paper called
“Bubble-Trouble? Your Home Has a P/E Ratio, Too,”1 stressing the similarity
between the dot.com bust and housing markets in California. He wrote: “The
bottom line is that the San Francisco has an elevated P/E ratio but a weak
E market now, and [will] for some time to come. That’s a bubble.” Of course,
history did not conform to Professor Leamer’s quite reasonable theory. House
prices in the San Francisco Bay area increased by 45 percent 2003.
- A study by an excellent team of housing economists — Chang, Cutts and
Green — involved a careful analysis of trends in rents and house prices for
the 1980s thru 2002 in many metropolitan markets.2 They used the same logic
and solid empirical evidence to support the rent-to-value ratio as a predictor
of future house prices. In essence, house price growth in 2002-2004 was highest
in those MSAs in which the rent-to-value ratios were lower at the beginning
of this period.
- A paper by economists at the Federal Reserve Board offers a more complex
and sobering view about the potential predictive power of the rent-to-value
ratio.3 In particular, they show that the relationship between rents and
values varies widely among markets, time periods and the interest rate environment.
In particular, there appears to have been a noticeable and difficult to explain
decline in rent-to-value ratios in most of the country after 1997.4 For example,
the U.S. rent-to-value ratio dropped from about 5.6 percent in 1978 to 3.7
percent in 2005.
As economists ourselves, we decided to do some of our own investigation, focusing
upon rent-to-value ratios in five ZIP codes in Miami.
- Why condos? First, we think our experiment is something you can do for
your own local market. The key is to find rents and values for the same property.
We think this is most easily done for condos.5 Although there is wide variation
in the size, quality, amenities and location of the condos, we further simplified
the analysis by focusing upon two-bedroom, two-bath condos with less than
2,000 square feet of living area and built since 1980. Lastly, and as suggested
by a recent CNN article, condos may be the first to reflect the changing
sentiments of investors (versus owner-occupants) about the housing market.6
- Why Miami? This is among the hottest condo markets in the country.7 As such,
it is a market in which the notion that the “worst declines are still ahead”
may have merit. We also have access to an index of rents constructed by the
Bureau of Labor Statistics for the Miami MSA.
- Which ZIP codes? We picked five ZIP codes with substantial numbers of
condos in order to hold as many factors constant in our analysis as possible.
The average current values of our condo type for each of these ZIP codes
and for all five ZIP codes are contained in Chart 1. The average value is
about $480,000 for all ZIPs. The highest average value is $775,000 (33139)
and the lowest is $235,000 (33186), so our ZIP codes include a wide variety
of locations.

We begin by reviewing recent history in the market values of our condo type.
The index of the market value from 2002 through 2006 (Chart 2)8 shows a substantial
jump in the index value since 2002, especially in 2003 and 2004. Nonetheless,
evidence of appreciation in the values of these units continued through 2006.
As seen in Chart 3, the same basic pattern is evident among all five ZIP codes.

Now we move to an analysis of rents in the Miami area. The average monthly
rents and the growth rates in these rents since 2002, according to the Bureau
of Labor Statistics, are contained in Chart 4. Rents have clearly grown during
the entire period. The average annual growth rate is about 4.5 percent; growth
was a little slower in the earlier years and a little higher in the last two
years.9

Combining the information about the growth in rents and condo prices shows
a clear pattern: Condo prices in Miami increased substantially
more than rents during the period 2002-2006. Prices increased by about 55 percent while rents
increased by less than half this amount (Chart 4). As a result, the average
rent-to-value ratio among this class of properties has declined substantially
since 2002. It now stands at 3.7 percent and has been near that level for the
last two years (Chart 5).

From this analysis we can offer three alternative scenarios for the housing
market:
- Scenario 1: The good times keep on rolling. Let us assume the alternative
rate of return to investors housing is 8 percent and the expense of operating
the properties is one percent. Then, investors in Miami are expecting future
annual appreciation rates in excess of 5 percent.10 Assuming the general
rate of inflation stays in the vicinity of 3 percent, the market (and our
assumptions) believes that condo prices will continue to rise in real terms,
2.3 percent to be precise.
- Frankly, we are surprised by this outcome. Our impression entering
this analysis was that the rent-to-value ratios would demonstrate a sharp
correction in the market’s perception of future price growth.
- Scenario 2: We’re there
and the worst is over: Perhaps the 8 percent assumption is too high. It is
quite possible that the expected rate of return on an alternative investment
is lower today than five years ago for a couple of reasons. First, expected
inflation is probably lower by 1 percent or more.11 Second, risk premiums
on investments of all types may be lower. Where did this come from? None
other than former chairman of the Federal Reserve Board, Alan Greenspan.
Indeed, he was widely quoted during the last week of February as suggesting
that current risk premiums are too low. The Wall Street Journal quoted Greenspan
as saying that investors “have extraordinarily low risk premiums now. Risk
is no longer perceived as major risk, at least as it was in years past ....’12
If Greenspan is correct and if inflationary expectations are lower now than
in 2002, then a decline in the rent-to-value ratio would result.
- Let’s then use 6 percent instead of 8 percent to represent the current
environment. This change implies the market’s expectations of condo prices
to be 3.3 percent per year.13 This is quite close to the rate of inflation
of all goods and services, hence, we can say that real house prices are expected
to be flat. As we pointed out in our last article, this is the most common
outcome in U.S. housing markets following a period of sharply rising house
prices.
- Scenario 3: We’re not there yet. You’ll note that we cut off Greenspan
in mid-sentence. He went on to say that he finds the low-risk premiums “disturbing.”
“We do not and cannot look into history without being very concerned when
you see the absence of awareness and concern about risk that we see today.”
If Greenspan is correct, then perhaps the current rent-to-value ratios are
too low because investors are as “irrationally exuberant” about the future
of house prices as they were about the stock market in the 2000.
- If this
is the case, then, perhaps rent-to-value ratios will soon decline by,
say, 0.5 percent. If this were to occur, then property values would have
to fall by about 9 percent in order to restore equilibrium in Miami’s
condo market.

So, have we hit bottom yet? The market for condos in Miami seems to be saying,
yes. That is, it appears to say that we’re in the midst of a “soft landing”
with positive appreciation on the horizon similar to what was experienced in
2005-06, but well down from 2002-2004. However, we think Greenspan may be on
to something, so we think there is a good chance that we’re not there yet.
- See: http://www.anderson.ucla.edu/documents/areas/ctr/forecast/PE_ratio_update.pdf.
- “Did Changing Rents Explain Changing House Prices during the 1990s?”
by Yan Chang, Amy Crews Cutts and Richard Green, 2005. http://www.gwu.edu/~business/research/workingpapers/Chang%20Cutts%20and%20Green%203-17-2005%201%20.pdf
- “A Trend and Variance Decomposition of the Rent -Value Ratio in Housing
Markets,” by Sean Campbell, Martin Davis, Joshua Gallin and Robert Martin,
April 2006. http://www.federalreserve.gov/pubs/feds/2006/200629/200629pap.pdf
- For those stock investors reading this, the FRB study also includes references
to studies that cast dispersion on the predictive power of P/E ratios as
well.
- A recent article on CNN.com offers an additional explanation: that is,
the condo market is probably going to be the first to feel the effects of
declining interest by investors (versus those buying to live in the house).
http://money.cnn.com/2007/01/18/real_estate/condo_prices_reveal_trends/index.htm?postversion=20
07011813
- Absent the opportunity to obtain rent and value on the same property,
you are left to using sophisticated statistical techniques of the type used
by Chang et al and the FRB economists.
- The Miami condo market has been featured in many articles over the past
years. Even 60 Minutes did a story about it: http://www.cbsnews.com/stories/2005/07/08/national/main707590.shtml
- We constructed this by comparing the sales prices of units sold in a
particular year to its current market value, as estimated by the statistical
models underlying Cyberhomes. We further restricted our attention to those
condominiums in which the precision of the valuation is considered high.
Our analysis is based upon the property valuations as of January 2007 and
all sales from 2002 through 2006.
- Chang et al produced a rent-to-value ratio for the period prior to estimate
for Miami closer to 4 percent. Given that we pegged our index values to this
assumption, using 4 percent versus 5 percent would not affect the major conclusion
of the aggregate approach.
- That is, 5.3 = 8 + 1 – 3.7.
- The Cleveland Fed keeps tabs on this and has a nice chart consistent
with this point. See: http://www.clevelandfed.org/research/inflation/US-Inflation/index.cfm
- See the Wall Street Journal on Feb. 26, 2007: http://online.wsj.com/article/SB117248024161519153-search.html?KEYWORDS=greenspan%3B+risk+premiums&COLLECTION=wsjie/6month
- That is, 3.3 = 6 + 1 – 3.7.