A weekly collection of links from the Conscience Warrior Newsfeed
Are the Micro-foundations of Money Demand Important?
Chris House
A guide to navigating our arguments over race
Paul Waldman
The Fed’s macroeconomic model
Simon Wren-Lewis
Book Review: Flash Boys
Noah Smith
Confused about high-frequency trading? Here's a guide
Evan Soltas
Interest, to Deficit, to Debt
Evan Soltas
Accounting for Discouraged Workers in the Unemployment Rate
B. Ravikumar and Lin Shao
Long-run inflation expectations
FRED Blog
Forces of Divergence
John Cassidy
The Dead Are Wealthier Than the Living: Capital in the 21st Century
Timothy Noah
26 April 2014
24 April 2014
Apple Split
I'm trying to wrap my head around the "efficient-markets" meaning of the Apple split. I guess the entire notion of stock splits seems to me to be in violent conflict with EMH. It seems I'm not the only one who's scratched his head over this.
While the authors of those links are concerned chiefly with the event-study implications (positive signaling and so forth), I am more curious about how to reconcile EMH with the idea that a cheaper share price should make a stock more attractive. Surely the first splits were not conducted as a signal; they were meant to draw in more investors by making the stock easier to buy. Only later, I imagine, did market actors begin to interpret splits as a sign that a firm was prospering.
Neil Irwin best captured the absurdity of the idea of drawing in more investors with a split:
"The logic, presumably, is that there may be people who really want to invest in Apple, yet want to do so in chunks smaller than $530, (which raises a question of why somebody who can’t come up with $530 to invest would be investing in individual stocks to begin with)."
So maybe it is just about signaling. But, even that aspect is troubling. If a firm's prospects could be measured on a one-dimensional index (call it theta (0 < theta < infinity)), firms may decide to split their stock when theta reaches a certain value theta0. Market actors will subsequently learn that a split is an indication that management believes theta=theta0, and incorporate this into their information portfolio.
Grasping and impatient firms may then try to goose their share prices by splitting at, say, 0.9theta0. This will lead firms who would have waited until theta0 to split at 0.9theta0. Market actors will then adjust their beliefs about splits to mean a firm has theta=0.9theta0. The graspers may then split at 0.8theta0. This spiral will continue until market actors begin to believe that splits have no meaningful informational value.
Yet we still see that market actors believe splits have informational value. Is the answer that there are no impatient and grasping firms? That seems unlikely. I think the most plausible explanation for (positive) market reactions to splits is that many market actors (lone wolves and institutional investors alike) have no idea what in world a given split means, except that it means that the price will go up, so they buy (hoping they are) on the up-slope.
Irwin's post has a link to Dhar, Goetzmann, Zhu, and Moscow, which found that the lower prices created by splits attracts individual idiots and has no impact on institutional investors. Irwin cites this as Warren Buffett's reason for never splitting BRK.A. Matthew Yglesias speculates that the Apple split could be aimed at getting inclusion on the Dow index, but notes that this would not likely generate much value.
However one chooses to look at it, a meaningful impact from stock splits is generally incompatible with EMH.
22 April 2014
2014 Patriots Draft: Historical Comparisons
I recently posted a study of Belichick-era Patriots draft picks, based on the expected draft position of the Patriots in 2014. In this post, I will compare the "average player" taken by the Patriots at those positions since 2000 with the "average player" taken league-wide over the same span.
Starts per year: 13.06 / 8.17 = 1.60
Weighted career approximate value: 15.02 / 20.31 = 0.75
Belichick grade: 0.80
This is a lesser area for Belichick. Players he has drafted have consistently underperformed their peers.
#206 (Patriots) (league)
#29 (Patriots) (league)
Games per year: 14.26 / 12.83 = 1.11
(This indicates that Patriots draftees in this range play 11% more games per year on average than their peers.)
(This indicates that Patriots draftees in this range play 11% more games per year on average than their peers.)
Starts per year: 13.06 / 8.17 = 1.60
Pro Bowl trips: 2.33 / 0.63 = 3.70
All-Pro selections: 0.33 / 0.14 = 2.36
Years as primary starter: 7.00 / 3.45 = 2.03
Career length*: 7.67 / 5.90 = 1.30
Weighted career approximate value**: 51.67 / 27.07 = 1.91
Belichick grade***: 1.66
This is outstanding. Belichick-drafted players in this range could be thought of as 66% better than the league average in this range.
Weighted career approximate value**: 51.67 / 27.07 = 1.91
Belichick grade***: 1.66
This is outstanding. Belichick-drafted players in this range could be thought of as 66% better than the league average in this range.
#62 (Patriots) (league)
Games per year: 8.96 / 11.03 = 0.81
Starts per year: 5.82 / 6.27 = 0.93
Pro Bowl trips: 0.00 / 0.35 = 0.00
All-Pro selections: 0.00 / 0.04 = 0.00
Years as primary starter: 2.20 / 2.60 = 0.85
Career length: 4.60 / 5.36 = 0.86
Weighted career approximate value: 15.02 / 20.31 = 0.75
Belichick grade: 0.80
This is a lesser area for Belichick. Players he has drafted have consistently underperformed their peers.
#93 (Patriots) (league)
Games per year: 5.29 / 10.44 = 0.51
Starts per year: 1.21 / 4.24 = 0.29
Pro Bowl trips: 0.00 / 0.10 = 0.00
All-Pro selections: 0.00 / 0.05 = 0.00
Years as primary starter: 0.17 / 1.61 = 0.11
Career length: 2.83 / 4.67 = 0.61
Weighted career approximate value: 1.83 / 13.20 = 0.14
Belichick grade: 0.33
This is abysmal. There's really no other way to put it. For Belichick, this range, in relative terms, has been a failure.
#130 (Patriots) (league)
Games per year: 8.58 / 8.41 = 1.02
Starts per year: 4.10 / 2.70 = 1.52
Pro Bowl trips: 0.00 / 0.03 = 0.00
All-Pro selections: 0.00 / 0.00 = [N/A]
Years as primary starter: 0.80 / 0.90 = 0.89
Career length: 4.00 / 3.95 = 1.01
Weighted career approximate value: 10.80 / 8.71 = 1.24
Belichick grade: 1.14
This is a value area for Belichick. He drafts players in this range that are 14% better than their peers.
Weighted career approximate value: 10.80 / 8.71 = 1.24
Belichick grade: 1.14
This is a value area for Belichick. He drafts players in this range that are 14% better than their peers.
#140 (Patriots) (league)
Games per year: 8.42 / 9.24 = 0.91
Starts per year: 1.17 / 2.98 = 0.39
Pro Bowl trips: 0.00 / 0.18 = 0.00
All-Pro selections: 0.00 / 0.08 = 0.00
Years as primary starter: 0.00 / 1.45 = 0.00
Career length: 2.5 / 4.42 = 0.57
Weighted career approximate value: 3 / 10.79 = 0.28
Belichick grade: 0.52
Belichick players are about half as good as their peers in this range. It's not the train wreck that #93 is, but this is not good, by any measure.
Weighted career approximate value: 3 / 10.79 = 0.28
Belichick grade: 0.52
Belichick players are about half as good as their peers in this range. It's not the train wreck that #93 is, but this is not good, by any measure.
#198 (Patriots) (league)
Games per year: 7.99 / 6.01 = 1.33
Starts per year: 2.04 / 1.90 = 1.07
Pro Bowl trips: 1.29 / 0.14 = 9.21
All-Pro selections: 0.29 / 0.02 = 14.50
Years as primary starter: 1.71 / 0.72 = 2.38
Career length: 3.71 / 3.12 = 1.19
Weighted career approximate value: 25.67 / 8.06 = 3.18
Belichick grade: 2.14
This is obviously Belichick's best range, given the inclusion of Tom Brady. Even excluding Brady, Belichick's score for this range is 1.64, which is still very good.
Weighted career approximate value: 25.67 / 8.06 = 3.18
Belichick grade: 2.14
This is obviously Belichick's best range, given the inclusion of Tom Brady. Even excluding Brady, Belichick's score for this range is 1.64, which is still very good.
#206 (Patriots) (league)
Games per year: 6.46 / 6.51 = 0.99
Starts per year: 1.53 / 1.69 = 0.90
Pro Bowl trips: 0.00 / 0.03 = 0.00
All-Pro selections: 0.00 / 0.00 = [N/A]
Years as primary starter: 0.43 / 0.53 = 0.81
Career length: 3.57 / 3.10 = 1.15
Weighted career approximate value: 7.00 / 7.18 = 0.98
Belichick grade: 1.00
This is Belichick's most "average" drafting position.
Weighted career approximate value: 7.00 / 7.18 = 0.98
Belichick grade: 1.00
This is Belichick's most "average" drafting position.
#244 (Patriots) (league)
Games per year: 6.92 / 6.17 = 1.12
Starts per year: 2.00 / 1.55 = 1.29
Pro Bowl trips: 0.00 / 0.01 = 0.00
All-Pro selections: 0.00 / 0.00 = [N/A]
Years as primary starter: 0.33 / 0.46 = 0.72
Career length: 3.00 / 2.86 = 1.05
Weighted career approximate value: 7.00 / 5.01 = 1.40
Belichick grade: 1.20
This is another top value area for Belichick.
Overall grade: 1.11
This score indicates that, over the range of picks the Patriots have this year, Belichick has drafted 11% better than league average. Without Brady, his overall grade is still 1.04.
*Note that this number is computed using both active players and players out of football, and is therefore not to be interpreted as reflecting an entire career.
**See explanation here. See more explanation here.
***This is the total of the Patriots numbers divided by the total of the league numbers. A score of 1.0 represents a quality equal to that of the league. A score of 1.23 can be interpreted as 23% better than the league average.
Weighted career approximate value: 7.00 / 5.01 = 1.40
Belichick grade: 1.20
This is another top value area for Belichick.
Overall grade: 1.11
This score indicates that, over the range of picks the Patriots have this year, Belichick has drafted 11% better than league average. Without Brady, his overall grade is still 1.04.
*Note that this number is computed using both active players and players out of football, and is therefore not to be interpreted as reflecting an entire career.
**See explanation here. See more explanation here.
***This is the total of the Patriots numbers divided by the total of the league numbers. A score of 1.0 represents a quality equal to that of the league. A score of 1.23 can be interpreted as 23% better than the league average.
Filed under:
football
21 April 2014
2014 Patriots Draft: A Historical Perspective
In preparation for the upcoming NFL Draft, I wanted to have a look at what the Patriots have done at or near the selections they've got this year. I gathered data on their past drafts from Pro Football Reference, and the projected picks from WEEI. I will look at all picks within three of the expected picks in order to gather a more meaningful amount of data. I will post a followup after the draft, as the likelihood the Patriots use all of these picks and no others asymptotically approaches zero. The statistics can be viewed as representative of an "average player" drafted in a given area by Belichick since 2000.
The picks currently held by the Patriots are as follows:
First round: No. 29 overallSecond round: No. 62 overallThird round: No. 93 overallFourth round: Nos. 130 and 140 (140 is compensatory — the last pick of the fourth round)Fifth round: None (pick dealt to Philadelphia in Isaac Sopoaga trade)Sixth round: Nos. 198 (via Eagles as part of Sopoaga trade) and 206Seventh round: No. 244
Players: Devin McCourty, Ben Watson, Logan Mankins
Games per year: 14.26
Starts per year: 13.06
Pro Bowl trips: 2.33
All-Pro selections: 0.33
Years as primary starter*: 7
Career length*: 7.67
All told, a Belichick selection in this area is a solid, if unspectacular, starter.
Games per year: 8.96
Starts per year: 5.82
Pro Bowl trips: 0
All-Pro selections: 0
Years as primary starter: 2.2
Career length: 4.6
This player is a marginal starter, and is likely viewed as a disappointment, considering draft position.
Games per year: 5.29
Starts per year: 1.21
Pro Bowl trips: 0
All-Pro selections: 0
Years as primary starter: 0.17
Career length: 2.83
This player is a largely replaceable special teamer or backup.
Games per year: 8.58
Starts per year: 4.10
Pro Bowl trips: 0
All-Pro selections: 0
Years as primary starter: 0.8
Career length: 4
This player, like #93, is primarily a special teamer or backup, but, interestingly, plays and starts more than #93, and over a longer career.
Games per year: 8.42
Starts per year: 1.17
Pro Bowl trips: 0
All-Pro selections: 0
Years as primary starter: 0
Career length: 2.5
Small sample size here, but this player is primarily a backup, though one that plays a lot.
Players: Bo Ruud, Nate Ebner, Jake Ingram, Tom Brady, Leonard Myers, David Nugent, Kliff Kingsbury
Games per year: 7.99 (7.03)
Starts per year: 2.04 (0.11)
Pro Bowl trips: 1.29 (0)
All-Pro selections: 0.29 (0)
Years as primary starter: 1.71 (0)
Career length: 3.71 (2)
The main numbers here show a pretty good player, but there is an outlier in the list above that skews the statistics. Stripping out the outlier, the numbers in parentheses reflect a player that plays a lot, but over a short career, starting very infrequently.
Players: Ted Larsen, Thomas Welch, Myron Pryor, Justise Hairston, Corey Hilliard, Dan Stevenson, Le Kevin Smith
Games per year: 6.46
Starts per year: 1.53
Pro Bowl trips: 0
All-Pro selections: 0
Years as primary starter: 0.43
Career length: 3.57
This reflects another backup or special-teams player. Not bad for this low in the draft, however.
Games per year: 6.92
Starts per year: 2.00
Pro Bowl trips: 0
All-Pro selections: 0
Years as primary starter: 0.33
Career length: 3.00
This is another area in which the typical Belichick player is likely better than average, considering draft position.
I will follow up soon with comparisons of Belichick-era Patriots draft picks with league-wide averages in the Belichick era.
*Note that this number is computed using both active players and players out of football, and is therefore not to be interpreted as reflecting an entire career.
Filed under:
football
19 April 2014
Links of the Week - 18 April 2014
A weekly collection of links from the Conscience Warrior Newsfeed
No one really knows if HFT is good or bad
Noah Smith
Low inflation is a choice
Ryan Avent
A Book That Needed To Be Written
James Kwak
The short guide to Capital in the 21st Century
Matthew Yglesias
A veteran programmer explains how the stock market became “rigged”
Max Ehrenfreund
The foxy Fed
Noah Smith
The FRB/US Model: A Tool for Macroeconomic Policy Analysis
Why We’re in a New Gilded Age
Paul Krugman
The Color of His Presidency
Jonathan Chait
Innovation: The Government Was Crucial After All
Jeff Madrick
No one really knows if HFT is good or bad
Noah Smith
Low inflation is a choice
Ryan Avent
A Book That Needed To Be Written
James Kwak
The short guide to Capital in the 21st Century
Matthew Yglesias
A veteran programmer explains how the stock market became “rigged”
Max Ehrenfreund
The foxy Fed
Noah Smith
The FRB/US Model: A Tool for Macroeconomic Policy Analysis
Why We’re in a New Gilded Age
Paul Krugman
The Color of His Presidency
Jonathan Chait
Innovation: The Government Was Crucial After All
Jeff Madrick
Filed under:
links
12 April 2014
Links of the Week - 11 April 2014
A weekly collection of links from the Conscience Warrior Newsfeed
4 Bold-Faced Lies about High Frequency Trading
ETFguide
Fleecing Seniors
Jonathan B. Wight
Why Those Guys Won the Economics Nobels
Justin Fox
Bitcoin's deflation problem
The London Economist
High Frequency Trading: Threat or Menace?
Justin Fox
Are Virtual “Currencies” Likely to Succeed?
Daniel L. Thornton
The Lewis Effect
Felix Salmon
Why hasn’t democracy saved us from inequality?
Kenneth Scheve and David Stasavage
What the Heck is “Calibration” Anyway?
Chris House
4 Bold-Faced Lies about High Frequency Trading
ETFguide
Fleecing Seniors
Jonathan B. Wight
Why Those Guys Won the Economics Nobels
Justin Fox
Bitcoin's deflation problem
The London Economist
High Frequency Trading: Threat or Menace?
Justin Fox
Are Virtual “Currencies” Likely to Succeed?
Daniel L. Thornton
The Lewis Effect
Felix Salmon
Why hasn’t democracy saved us from inequality?
Kenneth Scheve and David Stasavage
What the Heck is “Calibration” Anyway?
Chris House
Filed under:
links
09 April 2014
IPAB Unleashed
Many
recent reports indicate a slowing of the growth rate of health care spending in
the United States (Furman, New Report from the Council of Economic Advisers: The Recent
Slowdown in Health Care Cost Growth and the Role of the Affordable Care Act
2013)
and (Kaiser Family Foundation 2013) . While this is good
news, the US still spends far more per capita than any other country in the
Organization for Economic Cooperation and Development (OECD) (Organisation for Economic Cooperation and Development 2010) .
The causes of health care cost growth include the
aging population, greater usage of new technology, and more wasteful spending
in the US versus other OECD countries (Kaiser Family Foundation 2012) (Bentley, et al. 2008) (Furman, Reducing Costs and Improving the Quality of Health Care 2013) (Pearson 2009) (Kaiser Family Foundation 2007) . Health care
spending in the US is particularly inefficient compared with other OECD
countries, when measured across many metrics. US life expectancy is
significantly lower per dollar spent (Organisation for Economic Cooperation and Development 2010) , despite our spending
far more than other OECD countries in actual dollars as well as by percentage
of GDP (Squires 2011) . Nearly all of the difference in health
care spending between the US and the rest of the OECD comes from private
expenditure, as the US spends about the same in public funds as a fraction of
GDP as the rest of the OECD[1] (Kaiser Family Foundation 2011) .
There is also a clear connection between high health
care prices in the US and poor health outcomes. Fifty percent of respondents in
the US to a 2011 Kaiser Family Foundation poll indicated that they had done one
or more of the following: “Relied on home remedies or over-the-counter drugs
instead of going to see a doctor,” “Skipped dental care or checkups,” “Put off
or postponed getting health care needed,” “Not filled a prescription for a
medicine,” “Skipped a recommended medical test or treatment,” “Cut pills in
half or skipped doses of medicine,” “Had problems getting mental health care” (Kaiser Family Foundation 2012) . While some of these
behaviors may not be cost-related, it is obvious that lower prices would
incentivize many people to modify these choices.
The Independent Payment Advisory Board (IPAB) was
created with the passage of the Patient Protection and Affordable Care Act in
2010 (U.S. House. 111th Congress, 2nd Session 2010) . The purpose of IPAB
is to slow the growth rate of Medicare expenditure and find savings inherent in
the current coverage, without compromising the standard of care. Before the
creation of IPAB, Congress made decisions about Medicare spending, with
non-binding input from the Medicare Payment Advisory Commission. The flaw in
this system has been that members of Congress are susceptible to outside pressure
from interested stakeholders, such as physicians’ and drug manufacturers’
pressure groups (Aaron 2011)
(Hill, et al. 2013) .
Many others have proposed alternate plans to curb
the growth of health care costs. The American Medical Association (AMA) has
called for a reduction of risk factors for preventable disease, the
encouragement of patient compliance, waste reduction, and an increase in
benefit-cost analysis in decision-making (American Medical Association n.d.) . While these are all
laudable goals, none constitute a concrete plan. Laurence Seidman advocates a
form of universal coverage he calls “Medicare for all.” Under Seidman’s plan,
all Americans would automatically qualify for comprehensive health care, much
in the way that all seniors now qualify (Seidman 2013) . Holly Stockdale outlines many other advisory-board
plans that were considered prior to the creation of IPAB. Many of these
proposals were structurally similar to IPAB, but varied as to the specifics of
authority, and the mechanisms for implementation of board recommendations (Stockdale 2010) .
IPAB has been controversial since the planning
stage. One of its foremost critics is the AMA, which argues that IPAB removes important
decision making authority from Congress (Madara 2012) .
The AMA has consistently backed efforts to
eliminate, or reduce the scope of IPAB (Lazarus 2013) . Henry Aaron writes that removal of
health care expenditure decision-making authority from lawmakers susceptible to
outside influence is precisely the goal of IPAB. He contends that the
objections of interested parties with great political influence, such as the
AMA, are a sign of the plan’s effectiveness (Aaron 2011) .
The ability of IPAB to cap the growth rate of
Medicare expenditures will be tested as the instruments of its mandate come
into effect between 2015 and 2020 (Marciarille and DeLong 2012) . Since much of the
“extra” spending in the US consists of private money, the US should consider
using mechanisms from the public sector to help control spending in the private
sector. If IPAB proves successful, the implementation of a board like IPAB to
regulate all health care spending would significantly reduce total health care
costs in the US.
One area in which the US outpaces the rest of the
OECD is in prescription drug usage. A higher percentage of the US population
uses at least one prescription regularly than in every other OECD country. A
higher percentage also uses at least four regularly. While the US allots the
median percentage of health spending to drugs, it also has the highest
per-capita drug spending. In most of the other OECD countries, drug prices are,
at least in part, set by the government. This has clearly shown to be a useful
technique to keep drug spending under control. Similar spending relationships
are observed in medical imaging (Squires 2011) .
One of the goals of IPAB, as a part of PPACA, is to
reduce health care spending growth by way of “spillovers.” The hope is that
reducing prices paid for services to Medicare patients will reduce the overall
market price of those services. Whether or not these secondary effects are realized,
the Congressional Budget Office projects a significant decrease in the rise of
Medicare and Medicaid expenditures as a fraction of GDP over the next ten years
(Council of Economic Advisers 2013) . The goal of my
policy is to harness these savings from reduced inefficiencies across the broad
health care financing system.
Much of the recent slowdown in health care cost
growth is attributable to savings achieved in Medicare through reduced
overpayments (Furman, New Report from the Council of Economic Advisers: The Recent
Slowdown in Health Care Cost Growth and the Role of the Affordable Care Act
2013) .
One reason Medicare is able to keep its administrative costs down is that the
Medicare system is not burdened with the administrative duplication of the
private sector. Every payment made in the private sector involves two specific
administrators. One works for the service provider and is tasked with
maximizing the billed amount. The other works for the insurer and is tasked
with minimizing the billed amount. The negotiation between these two competing
administrators determines, in large part, the final billed amount. Since
administrative costs in Medicare are already 70 to 80% lower as a fraction of
spending than in private insurance, utilizing these drivers of savings in the
private sector is prudent policy (Bentley, et al. 2008) .
Ezra Klein referred to IPAB as the “most promising
cost control in the Affordable Care Act” (Klein 2010) , because, like Henry
Aaron, he believes it will virtually eliminate legislative meddling (Aaron 2011) . The strong negative
reaction of groups like the AMA, which lobby for financially interested
parties, is an indication that the IPAB is a promising avenue for meaningful
reform (Madara 2012)
(Lazarus 2013) .
Former Senate Democratic Leader Tom Daschle,
President Obama’s first, but unconfirmed, choice to lead the Department of
Health and Human Services, has also advocated expanding IPAB to administer cost
savings more broadly. It remains to be seen however, if a board like IPAB could
realize decreased cost growth in the absence of the single-payer buying power
of Medicare. This is the crux of Seidman’s argument for “Medicare for all” (Seidman 2013) .
One survey of cost-impact studies of a move to a
single-payer system in the US found estimated savings that ranged from 89 to
280 billion dollars per year (Bentley, et al. 2008) . It is clear that
these savings would not be achieved in their entirety simply by regulating
prices paid by private firms, but these figures provide insight as to the
potential magnitude of cost savings from simplifying the payment process. It is
also important to consider the potential social welfare loss to patients that
could result from what some would crudely refer to as “price-fixing.” Social
welfare loss, in this context, usually occurs because normal market processes
are interrupted by the regulation of price. The market for health care is
clearly not efficient, chiefly because buyers and sellers) often lack the
necessary information to make rational decisions. The market is therefore
already operating at an inefficient equilibrium.
A potential cost of restricting the growth of fees
paid to doctors is that, under such a regime, there will be fewer practicing
doctors in the US. The US already ranks below the median in the OECD in
physicians per capita (Squires 2011) . The operative question is whether or
not, given the US lead in adopting new medical procedures, technologies, and
norms, this is simply part of a trend toward greater utilization of physician’s
assistants, nurse practitioners, and other paraprofessionals (Kaiser Family Foundation 2007) .
An obvious argument can be made that setting prices
through non-market processes can be inefficient. It is clear, however, that the
US health care market is both informationally inefficient and more
market-oriented than any other in the OECD. Perhaps it is time to expand a plan
that has worked well to curb cost growth in public health care finance to all
health care finance.
[1] US public spending on health care is 0.224 standard deviations above the mean in data collected from OECD countries, while US private spending is 2.999 standard deviations above the mean in the same data. (See Figure)
Figure
Percentage
of GDP
|
Private
Share
|
Per-capita Spending
|
|||||
Public
|
Private
|
Total
|
|||||
Japan
|
6.6
|
1.5
|
8.1
|
18.5%
|
$2,729
|
||
Australia
|
5.7
|
2.8
|
8.5
|
32.9%
|
$3,353
|
||
Norway
|
7.2
|
1.3
|
8.5
|
15.3%
|
n/a
|
||
UK
|
7.2
|
1.5
|
8.7
|
17.2%
|
$3,129
|
||
Spain
|
6.5
|
2.5
|
9.0
|
27.8%
|
$2,902
|
||
Italy
|
7.0
|
2.1
|
9.1
|
23.1%
|
$2,870
|
||
Sweden
|
7.7
|
1.7
|
9.4
|
18.1%
|
$3,470
|
||
Canada
|
7.3
|
3.1
|
10.4
|
29.8%
|
$4,079
|
||
Austria
|
8.1
|
2.4
|
10.5
|
22.9%
|
$3,970
|
||
Germany
|
8.1
|
2.5
|
10.6
|
23.6%
|
$3,737
|
||
Switzerland
|
6.3
|
4.4
|
10.7
|
41.1%
|
$4,627
|
||
France
|
8.7
|
2.5
|
11.2
|
22.3%
|
$3,696
|
||
US
|
7.4
|
8.5
|
15.9
|
53.5%
|
$7,538
|
||
(Minimum)
|
(Maximum)
|
||||||
Mean
|
7.2
|
2.8
|
10.0
|
28.2%
|
$3,842
|
||
Std Dev
|
0.8
|
1.9
|
2.0
|
10.8%
|
$1,291
|
||
US Deviation
|
+0.224
|
+2.999
|
+2.884
|
+2.348
|
+2.86
|
||
Table created by the author from OECD Health Statistics
Database data obtained via KFF (2011)
|
|||||||
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