Category: Data Source

Recent trends in top income shares

You may recall that some time ago Alan Reynolds (Reynolds responds here) challenged the results of Piketty and Saez on rising income inequality in the United States.  There has now been a systematic look at biases in the data, with the goal being to reconcile data from the Current Population Survey with IRS measurements.  Burkhauser, Feng, Jenkins and Larrimore report their results:

Although the vast majority of US research on trends in the inequality of family income is based on public-use March Current Population Survey (CPS) data, a new wave of research based on Internal Revenue Service (IRS) tax return data reports substantially higher levels of inequality and faster growing trends. We show that these apparently inconsistent estimates can largely be reconciled once one uses internal CPS data (which better captures the top of the income distribution than public-use CPS data) and defines the income distribution in the same way. Using internal CPS data for 1967–2006, we closely match the IRS data-based estimates of top income shares reported by Piketty and Saez (2003), with the exception of the share of the top 1 percent of the distribution during 1993–2000. Our results imply that, if inequality has increased substantially since 1993, the increase is confined to income changes for those in the top 1 percent of the distribution.

An ungated version is here.  As I read this paper, the Piketty and Saez result, with some modifications for 1993-2000, basically holds up.  It's also worth noting that recent increases in inequality do relate mostly to the top one percent.  That's all for pre-crash times, of course.

Africa fact of the day

About 10 percent of infants die in their first year of life in Africa
— still shockingly high, but considerably lower than the European
average less than 100 years ago, let alone 800 years past. And about
two thirds of Africans are literate — a level achieved in Spain only
in the 1920s.

Here is more.  The article makes additional interesting observations.

Too big to fail fact of the day

Large
banks with more than $100 billion in assets are borrowing at interest
rates 0.34 percentage points lower than the rest of the industry. Back
in 2007, that advantage was only 0.08 percentage points, according to
the FDIC. Such differences can cause huge variance in borrowing costs
given the massive amount of money that flows through banks.

Here is the article and I thank Ralph S. for the pointer.

China fact of the day

It is almost unheard of for ordinary Chinese citizens to volunteer to donate their organs after death. Only about 130 people have pledged to donate their organs since 2003, the newspaper stated, quoting Chen Zhonghua, a professor at Tongji Hospital’s Institute of Organ Transplantation in Shanghai.

Here is more; the story concerns the Chinese trying to move away from harvesting the organs of deceased prisoners.

Here's a good blog post on a new Chinese leisure activity.

Assorted Links

  • Contrary to popular belief (e.g. here) there is only weak evidence that the implicit association test has good predictive ability.
  • The economics of being a Hefner Girlfriend.  One key sentence “In fact, Girlfriends were not allowed to become Playmates because Hef had found that they tended to flee the Mansion as soon as they collected their $25,000 Playmate cheque.”

The economies of scale of living together

Bruce Bartlett sends me a link to this interesting paper:

How large are the economies of scale of living together? And how do partners share their resources? The first question is usually answered by equivalence scales. Traditional estimation and application of equivalence scales assumes equal sharing of income within the household. This paper uses data on financial satisfaction to simultaneously estimate the sharing rule and the economy of scale parameter in a collective household model. The estimates indicate substantial scale economies of living together, especially for couples who have lived together for some time. On average, wives receive almost 50% of household resources, but there is heterogeneity with respect to the wives’ contribution to household income and the duration of the relationship.

The data are from Switzerland, in case you are wondering, not the United States.

China “facts” of the day

The reports have come in:

All but seven of the regions reported GDP growth rates above the
bureau’s first-half figure of 7.1 per cent. At the start of the year,
Beijing set 8 per cent as China’s growth target for the year.

…In recent years, provincial figures have suggested consistently the
world’s third-largest economy is bigger than Beijing’s published
estimate, but the discrepancy appears to have widened this year.

…The Global Times, controlled by the People’s Daily, the Communist party
mouthpiece, reported that the public reacted with “banter and sarcasm”
to NBS figures showing average urban wages in China rose 13 per cent in
the first half to $2,142.

It is noted that the state worked on the gdp numbers for a full fifteen days.  Yet not everyone is happy:

The criticism has prompted the NBS to launch a campaign last week,
entitled “Statistical Feelings: We have walked together – Celebrating
the 60th anniversary of the founding of New China,” to boost confidence
among statisticians.

The campaign has already produced works such
as: “I’m proud to be a brick in the statistical building of the
republic.” In another poem, a contributor writes: “I can rearrange the
stars in the sky because I have statistics.”

Measuring Economic Growth from Outer Space

Here is a clever new idea from Henderson, Storeygard, and Weil:

GDP growth is often measured poorly for countries and rarely measured at all for cities. We propose a readily available proxy: satellite data on lights at night. Our statistical framework uses light growth to supplement existing income growth measures. The framework is applied to countries with the lowest quality income data, resulting in estimates of growth that differ substantially from established estimates. We then consider a longstanding debate: do increases in local agricultural productivity increase city incomes? For African cities, we find that exogenous agricultural productivity shocks (high rainfall years) have substantial effects on local urban economic activity.

Here is the paper. WSJ blogs added:

They also noted how data from night lights can be focused to provide
data on a local level. In Southern Madagascar large deposits of rubies
and sapphires were discovered in late 1998 near the towns of Ilakaka
and Sakaraha, leading to an economic boom. But the data from the
satellites tell the story of where the benefits were felt most deeply.
“Over the next five years there was a sharp growth in the number of
pixels for which light is visible at all, and in the intensity of light
per pixel,” the economists said. “The other town visible in the figure,
Ihosy, shows no such growth. If anything, Ihosy’s light gets smaller
and weaker, as it suffers in the competition across local cities for
population.”

South Korea fact(s) of the day

The household savings rate in South Korea
will have plummeted from a world-beating 25.2 percent in 1988 to a
projected world low of 3.2 percent in 2010, according to the OECD.

Here is much more.  In fact:

South Koreans work more, sleep less and kill themselves at a higher
rate than citizens of any other developed country, according to the
OECD. They rank first in time spent online and second to last in
spending on recreation, and the per capita birthrate scrapes the bottom
of world rankings. By 2050, South Korea will be the most aged society
in the world, narrowly edging out Japan, according to the OECD.

And here's one problem with aggregate savings rates:

…South Korea ranks first in per capita spending on
private education, which includes home tutors, cram sessions and
English-language courses at home and abroad.

An obsessive pursuit of educational achievement, it seems, is one of
the driving forces behind the low savings rate. About 80 percent of all
students from elementary age to high school attend after-school cram
courses. About 6 percent of the country's gross domestic product is
spent on education, more than double the percentage of spending in the
United States, Japan or Britain.

Project Tuva

Bill Gates has bought the rights to Richard Feynman's lectures, The Character of Physical Law, and has put them on the web with lots of annotations.  Nicely done.

I liked Feynman's point about Newton's law of gravity being used by astrologers, "That's the strange world we live in, that all the advances and understanding are used only to continue the nonsense which has existed for 2,000 years."

Hat tip to Tierney Lab.

The Increased Competitiveness of the US Economy

Deloitte has just released The Shift Index, a study of long-term trends in the U.S. economy.HHI National   Two interesting graphs follow which put some numbers on conventional wisdom.  The US economy has become much more competitive over time. We can see this in the economy wide Herfindahl-Hirschman Index, a measure of market concentration, which has halved in the latest forty years (click to enlarge) and also in the topple rate.

The topple rate is a measure of how the rank of large firms on return of assets changes over time.  The topple rate has increased by about 60% over the past forty years (ignoring the recent blip up).  What this means is that the firms on top are less likely to stay on top today than in the past – the recent blip up indicates the upheaval in firm rankings during the current recession.  Notice also that an increased topple rate implies an increase in stock market volatility which we have also seen over the long-run (not just in recent years).

Topple Rate As a result of increased competition and also, I believe, greater wealth and reduced interest rates, the economy wide return on assets has decreased by 75% (see the report).

If the return on assets has decreased but productivity and wealth are up then where has the wealth gone?  To consumers and the creative class.  Thus, increased competition in the economy has driven down the return to capital and at the same time has increased the return to the complementary input which is in greatest fixed supply, creative labor.  More data in the full report.

Zotero

Zotero is a free program for citations management and bibliography generation designed to be competitive with Endnote and similar products.  I've been using it for a couple of weeks.  Zotero lives as a Firefox extension and it's best feature is the ease with which you can import citations from the web.  If you are looking at a paper on JSTOR, for example, you can "one-click import" the citation.  One-click import is also available from Amazon, Cite-Seer, ABI-Inform, the Library of Congress, many university library catalogs, Medline, Google books and many others.

Thus it's very easy to generate a citations list in Zotero by visiting a handful of large databases – this is especially easy for books and not too hard for recent articles but it's more difficult to find older articles in online databases.  Zotero's interface is somewhat clunky so entering citations by hand is not as convenient as I would like.  In addition to grabbing the citation, Zotero can grab entire PDFs so you can keep articles and citations in one database.  Exporting of the citations in a variety of bibliographic format is clean and well done.

Zotero is only available as a Firefox extension (the developers take a perverse pride in this fact).  The developers are at GMU, although I don't know the team at all.  Zotero will import citations from another citations management program so switching is low cost.  Worth checking out.

The Singularity is Near

Tom Vanderbilt, author of the excellent Traffic, has a very good piece in the latest NYTimes Magazine on data centers.   

The specter of infinitesimal delay is why, when the Philadelphia Stock Exchange, the nation’s oldest, upgraded its trading platform in 2006, it decided to locate the bulk of its trading engines 80 miles – and three milliseconds – from Philadelphia, and into NJ2, where, as Thomas notes, the time to communicate between servers is down to a millionth of a second. (Latency concerns are not limited to Wall Street; it is estimated that a 100-millisecond delay reduces Amazon’s sales by 1 percent.)

…It seemed heretical to think of Karl Marx. But looking at the roomful of computers running automated trading models that themselves scan custom-formatted machine-readable financial news stories to help make decisions, you didn’t have to be a Marxist to appreciate his observation that industry will strive to “produce machines by means of machines” – as well as his prediction that the “more developed the capital,” the more it would seek the “annihilation of space by time.”

I like the quote but doubt that Marx is the best guide to this new world. try Charlie Stross instead.