World's Largest Hedge Fund Uses Twitter For Real-Time Economic Modeling

The use of Twitter and other social media to predict and trade on or, reflexively, generate interest in various assets is nothing new and has been around for years. Whether or not this strategy works is still unclear: the only “hedge fund” that traded purely on Twitter signals, Derwent Absolute Return, shut down shortly after opening (despite supposedly generating positive returns). Superficially, the thinking behind this made sense: as Venturebeat reported previously, based on research done at Indiana University, published in early 2011, there was a strong correlation between sentiments expressed on Twitter and the direction of the Dow Jones Industrial Average. According to the study, “Twitter mood predicts the stock market”, Twitter sentiment correlates with the ups and downs of the next few days on the DJIA with 87 percent accuracy. A separate study at Pace University in 2011 found that social media could predict the ups and downs of stock prices for three global brands, Starbucks, Coca-Cola, and Nike. And sentiment analysis has become an indispensible part of marketers’ toolkits, thanks to companies like Radian6 and Webtrends.

Expectedly, as more and more amateurs have piled into Twitter, the data stream has been subject to the “Yahoo Finance effect” – there is far too much noise, and not nearly enough actionable signal, especially when one tries to strip away the bias behind any given message (see “Trading Twitter: Where Noise Becomes Signal“).

Yet one entity that appears to have found significant functionality in Twitter is none other than the world’s biggest hedge fund: Bridgewater.

According to Bridgewater’s Greg Jensen, speaking during a recent client conference call, the world’s largest asset manager (except for the Fed of course) with one of the best long-term track records in history, has been using “everything that is available” online, from social media to real-time Internet prices, to model economic activity in what is effectively real-time. As Jensen said, “from Twitter and Facebook (and so on) we can capture every time somebody is saying they bought a new car. We could add those up and can compare that to the stats and be really on the pulse of what’s going on with something like auto sales or, similarly, with home sales.”

Perhaps even more interesting is Bridgewater’s search for equivalents of the famous Billion Prices Projects which tracks real-time prices of goods and services around the globe. Specifically, Bridgewater notes that it uses sites like the “Amazon of India” to track inflation “during a balance of payment crisis on a moment-to-moment basis” and thus confirm if any sharp currency moves have filtered down to end prices just by monitoring the internet.

Bridgewater’s end goal: to be “able to track the economy on a day-to-day basis.” Which in a world of high frequency trading, in which millisecond responses to stimuli is critical for alpha-generation, is paramount. It perhaps also explains why traditional periodic data releases such as inflation data, car sales and other formerly market moving macro releases, no longer pack the punch they once did when it comes to market response.

So with Bridgewater blazing the trail in real-time data monitoring, it is only a matter of time before all other macro hedge funds engage in the same strategy of near-constant monitoring of all concurrent data feeds.

At which point the next logical question is: how long until competitors begin introducing artificial and misleading noise in the data stream, and attempt to confuse Bridgewater and others’ signal translators. And how soon before data analytics firm XYZ comes out with its latest offering: one million fake twitter accounts, all of which are programmed to amplify fake economic signals and confuse Twitter algos that translate signal to trades? For a very hefty price of course…


    



via Zero Hedge http://feedproxy.google.com/~r/zerohedge/feed/~3/5iN7JKwcsaU/story01.htm Tyler Durden

Ukrainian Prime Minister: We’ll Sign Association Agreement With EU Like Protesters Want, But First the EU Has to Send Us Money

barricade protesters'Pro-European protests centered around Kiev’s
Maidan Nezalezhnosti (Independence Square),
dubbed
Euromaidan, have gripped Ukraine since November 21, when
the government
announced
it would put a planned “association agreement” with
the European Union on hold.  After three weeks of protests,
punctuated by clashes with police and failed attempts to disperse
demonstrators that have only emboldened them, the Ukrainian
government says it’s ready to sign the association agreement with
the EU, but first it wants a promise of $27.5 billion
in financial assistance
. That’s a more specific iteration of
the initial Ukrainian demand Europe compensate
it for perceived short-term economic losses that came with the
decision to scuttle the agreement in November. The Ukrainian
government considered the IMF’s loan conditions too harsh, and

blamed them
too for the collapse of the agreement with the EU.
In the crisis of weeks of protest, the Ukrainian government found
an opportunity to try to use them to get a better deal from the
EU.

Ukraine’s November decision to suspend talks with Europe, the
Washington Post
reported
then, had also been influenced by pressure from Russia
for Ukraine to join its own Customs Union (with Belarus and
Kazakhstan), and by European demands that the Ukrainian government
release former prime minister Yulia Tymoshenko. She was targeted
for prosecution after Viktor Yanukovych was elected president
in 2010, and Tymoshenko was eventually charged and convicted for
abuse of office related to a gas deal with Russia. Currently in
prison, Tymoshenko was one of the leaders of the last mass protests
in the Ukraine, the so-called “Orange Revolution” in 2004 that
contributed to Yanukovych’s eventual loss in that year’s
presidential election. Yanukovych had in fact won the original
run-off, but those results were annulled by the Supreme Court for
being fraudulent. A  Moscow
Times write up
compared the current protests and the
Orange Revolution, noting the similar West vs. East contours of
both, but also that while the Ukrainian government is in a stronger
position than it was in 2004, that the path toward integration with
Europe might already be irreversible.

For their part, EU leaders stress stronger relations with the
Ukraine don’t have to come at the expense of cooperation with
Russia. Russia’s tightening of border controls and trade
restrictions in response to the Ukraine’s work on an agreement with
the EU, unfortunately, indicate Russia is not interested in what
the EU describes as a “win-win” (as the taking down of trade
barriers
always
is!). Unfortunately with trade deals between
governments, taking down trade barriers is rarely all it is, hence
the
scramble by the EU
to find financial aid for Ukraine if it
signs a deal in part to cover for expected trade losses from
Russia.

from Hit & Run http://reason.com/blog/2013/12/12/ukrainian-prime-minister-well-sign-assoc
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What The Chinese Think Of The Shanghai Smog

Despite the government’s “adjustments” of the ‘safe’ pollution level, and reassurances that smog is good for you, the following awful clip of what real Shanghai residents think may change some perspectives… “I don’t think it’s fit for humans to live in this kind of environment… but I have no choice, I have to go to work.”

 

Remember – this is not fog – it’s pollution-dense smog…


    



via Zero Hedge http://feedproxy.google.com/~r/zerohedge/feed/~3/K4ACmZ1S4y0/story01.htm Tyler Durden

US Military Flights To Assist CAR Intervention Set To Begin Today

A U.S.
military official has said that the military is expecting to begin
transporting Burundian troops to the Central African Republic
today. The troops are to take part in an African Union-led
intervention supported by the French which aims to stop sectarian
violence in the former French colony.

From
CNN
:

(CNN) — The U.S. military expects on Thursday to begin
flying Burundi forces into the Central African Republic to help
stop the violence in that war-torn country, according to a U.S.
military official.

The United States has two C-17 aircraft in Uganda that will pick
up the forces in Burundi and unload them in Bangui, the capital.
The official emphasized the U.S. planes will remain on the ground
in Bangui for a very short period due to the violence there.

The official also said the United States believes its planes and
crews will be safe, because French forces control the airport
there. The airlift of Burundi forces is expected to last about a
week. Discussions about what additional assistance the United State
may provide continue.

Follow this story and more at Reason
24/7
.

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Reason articles. You can get the
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at 
@reason247.

from Hit & Run http://reason.com/blog/2013/12/12/us-military-flights-to-assist-car-inter
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One Year After Newtown, Americans Not Interested in Gun Control

AR-15December 14 is the anniversary
of the
horrendous Newtown shooting
, but despite the best
efforts of opportunistic politicians
, Americans show little
sympathy for proposals to tighten restrictions on guns. In fact,
firearms don’t even appear on their list of concerns when asked
what worries them by Reason-Rupe
pollsters
, although big government and politicians do.
And when asked directly about tightening gun laws, people say that
would have no impact on criminals’ access to guns—a logical
position to take, since nothing that’s been proposed so far would
have prevented Newtown shooter Adam Lanza from doing what he
did.

Americans worry about a lot of things in an age of sluggish
economic “recovery” and government incompetence put on display like
an object lesson in stupid policy, poorly enacted. Asked an
open-ended question about the “biggest problem facing the country
today,” people volunteered jobs/wages, worries about Congress, and
social disunity, and nervousness over big government and the Obama
administration. Two percent each even said that immigration and
Republicans under the bed keep them awake at night. Any
volunteeered concerns about guns in their neighbors’ closets came
in at too low a level to be recorded.

Which is not shocking at a time when homicides committed with
firearms have been on a
long-term downward trend
, despite all-too-terrible incidents
like Newtown.

Maybe that’s because people understand that restrictive laws
aren’t the answer to every horrible headline.
Sixty-three percent of poll respondents
told us that tighter
gun restrictions aren’t going to stand between criminals and access
to firearms. They certainly wouldn’t have stopped Lanza, who used
guns purchased by his mother, a squeaky clean citizen who bought
her guns legally after
passing background checks
. And in case there are any questions
about the past year’s most popular gun to hate, Greg Ridgeway, the
Deputy Director of the National Institute of Justice, says that
bans on “assault weapon” and “high-capacity magazines” are
totally pointless
. Add in the fact that 80 percent of criminals
get their guns from “family, friends, a street buy, or an illegal
source” according to the Bureau of Justice
Statistics
, and it’s clear that Americans display more wisdom
than the average politican.

It’s not just the pool of folks answering Reason-Rupe’s
questions, either. An
AP poll
also conducted as the Newtown anniversary approaches
found declining support for tightened gun restrictions, with half
of respondents flat-out saying “laws limiting gun ownership
infringe on the public’s right to bear arms.”

What might have helped prevent the Newtown shooting? A plurality
(27 percent) favors better “mental
health services
,” which has evolved into something of a default
policy go-to in recent months for people looking for solutions.
Mental health services might or might not help, depending on what
people mean by “better” (pre-emptive
detention for folks with the blues
?). And while Adam Lanza had
known mental health problems,
nobody saw any warning signs
to indicate he was about to go off
the deep end.

Still, people do want to “do something,” which might explain why
Americans tell Reason-Rupe they’re even willing to attempt the
objectively unwise (arm TSA agents so they have something to wave
around while they’re groping you) and the overtly impossible (ban
the 3D printing of guns). Anybody concerned that air travel is too
popular might find giving TSA agents the arms to back their attitudes is an
excellent way to trim the number of trips. And 3D printing of
firearms was
explicitly designed to be beyond the reach of goverment
officials
.

The Newtown shooting was a horrible crime. It was also a
thankfully rare incident in an era of declining gun-related
homicides, despite the headlines. One year later, Americans seem to
understand that, and to largely reject authoritarian, knee-jerk
responses.

from Hit & Run http://reason.com/blog/2013/12/12/one-year-after-newtown-americans-not-int
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Steve Chapman on Wrong Lessons From the Metro-North Train Crash

In the aftermath of the deadly Metro-North
train wreck in New York, there was ample fuel for outrage. The
anger was directed at the driver for apparently taking a turn way
too fast—and at the federal government for not mandating technology
to make that impossible. It may seem criminal that the nation’s
railroads haven’t already adopted the technology, but Steve Chapman
says the case for this option is surprisingly weak.

View this article.

from Hit & Run http://reason.com/blog/2013/12/12/steve-chapman-on-the-wrong-lesson-of-the
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Are the Poor Completion Rates of Online College Courses Really a Problem?

At least MOOC students don't have to endure the chairs.We’re getting a better sense of
the outcomes of massive open online courses (MOOCs) and the
apparent poor completion rates came as a surprise and a downer to
some proponents. From The
New York Times
:

A study of a million users of massive open online courses, known
as MOOCs, released this month by the University of Pennsylvania
Graduate School of Education found that, on average, only about
half of those who registered for a course ever viewed a lecture,
and only about 4 percent completed the courses.

Much of the hope — and hype — surrounding MOOCs has focused on
the promise of courses for students in poor countries with little
access to higher education. But a separate survey from the
University of Pennsylvania released last month found that about 80
percent of those taking the university’s MOOCs had already earned a
degree of some kind.

And perhaps the most publicized MOOC experiment, at San Jose
State University, has turned into a flop. It was a partnership
announced with great fanfare at a January news conference featuring
Gov. Jerry Brown of California, a strong backer of online
education. San Jose State and Udacity, a Silicon Valley company
co-founded by a Stanford artificial-intelligence professor,
Sebastian Thrun, would work together to offer three low-cost online
introductory courses for college credit.

Mr. Thrun, who had been unhappy with the low completion rates in
free MOOCs, hoped to increase them by hiring online mentors to help
students stick with the classes. And the university, in the heart
of Silicon Valley, hoped to show its leadership in online learning,
and to reach more students.

But the pilot classes, of about 100 people each, failed. Despite
access to the Udacity mentors, the online students last spring —
including many from a charter high school in Oakland — did worse
than those who took the classes on campus. In the algebra class,
fewer than a quarter of the students — and only 12 percent of the
high school students — earned a passing grade.

MOOCs are going to need a bit of work, but was that really a
surprise? Thrun himself noted in his
blog
: “There remains so much more that needs to be improved.
The summer pilot was the second iteration of a new approach. To all
those people who declared our experiment a failure, you have to
understand how innovation works. Few ideas work on the first try.
Iteration is key to innovation. We are seeing significant
improvement in learning outcomes and student engagement. And we
know from our data that there is much more to be done.”

Thrun also noted what supporters or “traditional” college
education proponents tend to downplay: Four-year colleges have
tighter barriers to entry and therefore are going to have better
graduation rates. Having open online courses is going to obviously
lead to people coming and going due to the circumstances of their
own lives. Arguably, this is a feature, not a bug. Community
colleges have less of a barrier to participation than four-year
institutions and have a higher dropout rate. This is a well-known,
completely non-mysterious phenomenon, and it wouldn’t be a problem
were it not for the significant amounts of tax dollars shoveled
their way.

At the New America Foundation, Education Policy Director Kevin
Carey
argues
that if you factor in a college’s rejections, the
non-completion numbers are not so different. How much difference is
there (at a statistical level) between signing up for an online
course and never actually starting it versus applying to a college
and being rejected?

Carey looked at one particular MOOC class from the University of
Pennsylvania and calculated that 60 percent of the people who never
completed the course barely ever even started. A quarter of them
never even logged in. They didn’t fail to complete. They failed to
even start.

Then he looked at Penn’s enrollment figures. Only 13 percent of
students who applied to Penn last year were accepted in the first
place. Combined with the number of students who didn’t enroll or
drop out, he found:

[A]bout seven percent of all students who “signed up” for the
University of Pennsylvania by submitting an application end up
graduating four years later, which is almost precisely the same as
the percentage of Active Users who completed a MOOC in the study
held up as evidence that MOOCs don’t work very well.

Before complaining about the completion rate of online courses,
traditional college advocates should keep in mind all those folks
they’ve turned away.

from Hit & Run http://reason.com/blog/2013/12/12/are-the-poor-completion-rates-of-online
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Part 7 – New EU Bail-In Agreement Yesterday – What Bail-Ins Would Look Like

Today’s AM fix was USD 1,243.50, EUR 902.79 and GBP 758.51 per ounce.
Yesterday’s AM fix was USD 1,255.25, EUR 912.05 and GBP 765.49 per ounce.

Gold fell $9.60 or 0.76% yesterday, closing at $1,252.90/oz. Silver slipped $0.09 or 0.44% closing at $20.31/oz. Platinum dropped $3, or 0.2%, to $1,381.75/oz and palladium rose $1.05 or 0.1%, to $736.2/oz.


Gold Prices / Fixes / Rates / Volumes – (Bloomberg)

Gold has found strong technical support at the $1,200/oz level, which the yellow metal reached earlier this week on speculators short-covering and physical demand in China. Premiums in China have risen this week as Chinese New Year approaches and gold on the Shanghai Gold Exchange (SGE) closed at $1,285.09 (see table above) which was a $30 premium over spot gold.

Gold was down in London after retreating from a three week high on speculation that the U.S. Fed will ‘taper’ and U.S. lawmakers reached a budget agreement that avoided a government shutdown.  This funding expires on January 15.

The deal is actually bullish for gold as it is extremely modest in size.  Republican and Democratic Congressional leaders unveiled an agreement to reduce the federal deficit by $22.5 billion over 10 years while freeing up $63 billion in government spending over the next two years. 

It is important to remember that the Federal Reserve is printing nearly $20 billion every single week. The U.S. National Debt is now over $17.2 trillion and continuing to rise and the U.S. has unfunded liabilities (Social Security, Medicare and Medicaid) of between $100 trillion and $200 trillion.


U.S. Treasury Amount of Outstanding Debt – Price/Billion – (Bloomberg)

Staggering numbers which suggest alas that the U.S. politicians are rearranging chairs on the titanic.

These numbers alone should make people wary of buying into the notion that gold will fall in 2014 as the dollar strengthens due to the “normalisation of the economy.” The economy is not normalising and the recovery is completely abnormal, hence it will be wise to again ignore the publicised bearish calls of certain banks.

New EU Bail-In Agreement Yesterday
The EU agreed new rules yesterday for bank bailouts or “bail-ins.”

The new system will take effect from 2016 but emergency resolutions can be brought forward in the event of banks failing in the interim period. The “bail-in” will require that shareholders, bondholders and importantly now depositors will all suffer ‘haircuts’ or be burnt if a financial institution is in trouble.

The European parliament confirmed in a statement overnight that depositors with more than 100,000 euros ($137,000) would be bailed in after shareholders and bondholders. It is important to note that the 100,000 figure is an arbitrary figure and there is a possibility that this figure could be reduced by an insolvent government faced with an imploding banking system.

 

The deal does not exclude the possibility of public money being used “in exceptional circumstances,” the parliamentary statement said.

The agreement was spun as a victory for taxpayers, however the risks and ramifications of bailing in savers including families with their life savings and the deposits of already struggling small and medium size enterprises has yet to be appreciated.

Gunnar Hoekmark, who steered the legislation through the European parliament, said: “We now have a strong bail-in system which sends a clear message that bank shareholders and creditors will be the ones to bear the losses on rainy days, not taxpayers.”

Gunnar forgets that savers are taxpayers too and have paid taxes – on their income, on goods and services, on capital gains etc – on their hard earned savings already. Indeed, many are already paying punitive deposit interest rate taxes also.

There also appears to be a failure to realise that deposits – including family’s life savings, retirees pension incomes and businesses – are a vital part of the economy. You cannot have consumption without saving. You cannot have business growth and expansion and a consequent growth in much needed employment without capital.

Many countries now accept the principle that if banks get into difficulty, then it will not be the taxpayer but investors and creditors including already hard pressed savers that will suffer losses.

However, the situation regarding some countries – notably the BRICs is less clear. The imposition of bail-ins in western countries and not in BRIC and other nations would likely lead to capital flowing to the non bail-in countries.

Therefore, rather than solving the banking and debt crisis, bail-ins could ultimately compound the problem by further undermining the public’s confidence in our banks and the banking system. 

What Bail-Ins Would Look Like
While bank bail-ins have not yet become commonplace, it’s worth examining what a bail-in would look like in practice. Some helpful insight comes from the Bank of England, but more importantly, from the evidence witnessed in Cyprus during its bank bail-ins.

The Bank of England recently extended the Financial Stability Board’s Key Attributes guidelines and added four practical steps to follow when bailing-in a financial firm.

These four steps are Stabilisation, Valuation and Exchange, Relaunch, and Restructuring:

• Step 1 – Stabilisation

Stabilisation is key, in that it reveals that international regulatory authorities are leaning towards the well-used ‘weekend solution’ plan, to which they actually refer as a ‘Resolution Weekend’

However, if the situation requires dramatic intervention, they can even opt for a mid-week bail-in:
“Ideally a firm would enter resolution at close-of-business on a Friday evening, which would provide the authorities approximately 48 hours in which to stabilise the firm outside market hours. But this cannot be guaranteed. If a firm reached the point of non-viability during the middle of the week, it would be necessary to commence resolution proceedings at that point.”

At the time of resolution intervention, the regulatory authorities would suspend stock and bond listing of the bank while making various announcements to the market. These announcements would include details on which securities were being totally wiped out, and which creditors, such as bondholders and depositors, would have their bonds and deposits converted into bank shares. The announcements would also, according to the Bank of England, provide a timeline for the other stages of the bail-in and seek to reassure insured depositors that they were protected while attempting to provide “market counterparties with confidence”.

• Step 2 – Valuation and Exchange
This step would re-value the firm, calculate its losses and capital needs, and then write down creditors (including deposit confiscation where necessary), while converting these creditors to shareholders before embarking on relaunch.

• Step 3 – Relaunch
Relaunch would relist the bank’s shares (and possibly some of the bank’s bonds) and then allow the bank to re-open while implementing restructuring.

• Step 4 – Restructur
ing
Restructuring would aim to force the bank to appoint new management, change its corporate governance procedures, and force it to operate in a way that prevents subsequent financial market instability.

Although the Bank of England’s four step bail-in approach is quite detailed, it does not address the capital controls that would be needed so as to prevent a bank run. This is where the Cyprus example becomes useful.

Capital controls were widely implemented in Cyprus during a theoretical two week long ‘Resolution Weekend’. Authorities knew that depositors would act rationally and attempt to close their accounts or transfer their funds abroad, thereby causing capital flight. To prevent this happening, draconian capital controls were imposed and banks were kept shut for two weeks.

This was the first time that capital controls had ever been imposed within the Eurozone.
Some of the capital controls included the following: Limits were imposed on bank withdrawals, foreign money transfers, and credit card transactions.

Customers could only withdraw a maximum of €300 per day from branches and ATMs, and could only carry a maximum of €3,000 while travelling out of the country.

In addition bank transfers over €5,000 needed Central Bank of Cyprus approval, and foreign credit card transactions were limited to €5,000 per month.

When capital controls are imposed on economies, they usually remain in place for some time, for example, Icelandic capital controls imposed in 2008 are still in place. Not surprisingly, Cypriot capital controls are still in place and will not likely begin to be lifted (in various stages) until early 2014, according to the Cypriot President, or even longer, according to the finance ministry. Controls on international fund transfers are envisaged as being the final piece of the controls to be lifted.

The lessons from the Bank of England plan and from Cyprus are essentially that depositors will not get any notice that their bank is about to be bailed in. The bail-in would probably happen during a weekend. The bank would probably not re-open on the following Monday. There is also a strong likelihood that capital controls would be imposed on the country’s banks during the bail-in and for a lengthy follow-on period.

Given this lack of warning, depositors need to plan in advance for the day when ATMs do not work and they cannot access cash in their bank accounts.

Download our Bail-In Guide: Protecting your Savings In The Coming Bail-In Era(11 pages)

Download our Bail-In Research: From Bail-Outs to Bail-Ins: Risks and Ramifications –
Including 60 Safest Banks In The World List 
 (51 pages) 


    



via Zero Hedge http://feedproxy.google.com/~r/zerohedge/feed/~3/JDxAWkridGI/story01.htm GoldCore

Trade of the Century

Trade of the Century? Remember that it was only 2 years ago that pundits where calling rising Treasury yields the “trade of the century”? Most of those folks were early, and after repeated failed attempts to call the top in Treasury bonds or bottom in yields, most of these folks have probably just given up. Most likely to focus on that other “trade of the century” –the one in equities.

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