Showing posts with label economic theory. Show all posts
Showing posts with label economic theory. Show all posts

Friday, June 21, 2013

Macroprudential and Microprudential Policies: Towards Cohabitation. By J Osinski, K Seal, and L Hoogduin

Macroprudential and Microprudential Policies: Towards Cohabitation. By Jacek Osinski, Katharine Seal, and Lex Hoogduin
IMF Staff Discussion Note SDN13/05
June 21, 2013
http://www.imf.org/external/pubs/cat/longres.aspx?sk=40694

Summary: Effective arrangements for micro and macroprudential policies to further overall financial stability are strongly desirable for all countries, emerging or advanced. Both policies complement each other, but there can also be potential areas of overlap and conflict, which can complicate this cooperation. Organizing their very close interactions can help contain these potential tensions. This note clarifies the essential features of macroprudential and microprudential policies and their interactions, and delineates their borderline. It proposes mechanisms for aligning both policies in the pursuit of financial stability by identifying those elements that are desirable for effective cooperation between them. The note provides general guidance. Actual arrangements will need take into account country-specific circumstances, reflecting the fact that that there is no “one size fits all.”

ISBN: 9781484369999
ISSN: 2221-030X


Executive Summary

How can policymakers promote effective cooperation between two closely related financial sector policies? This Staff Discussion Note identifies complementarities and potential conflicts between microprudential policy, which focuses on the health of individual financial institutions, and macroprudential policy, which addresses risks to the financial system as a whole.

These policies usually complement and reinforce each other in pursuit of their respective goals. For example, the health of individual institutions is a necessary, though not sufficient, condition for system-wide stability, while a stable system contributes to the health of individual institutions. In certain situations, however, conflicts may occur because of overlapping policy mandates and the way in which policies are applied.

This paper shows that the clarification of respective mandates, functions, and toolkits can help maximize synergies and limit the potentially negative consequences of policy interaction. Specifically, it is helpful to set primary and secondary policy objectives to clarify the respective responsibilities. It is also important to establish separate, but complementary, policy functions. These include supervision and enforcement (microprudential authority) as well as the identification of systemic risks and the vetting of financial regulations from a systemic risk perspective (macroprudential authority). The potential for tensions between the two policies can be further reduced by clearly assigning powers.

Tensions are more likely to occur at certain stages of the credit cycle, notably during the downturn phase and at crucial turning points. Information sharing, joint analysis of risks, and general dialogue between the microprudential and macroprudential authorities can reduce the likelihood of differences of opinion between the two. Tensions during the downturn are also less likely to occur if policymakers encourage the buildup of shock-absorbing buffers in good times, and if effective resolution mechanisms are in place that allow unviable institutions to die safely. Finally, in order to minimize the risk of misperceptions among market participants, microprudential and macroprudential authorities should establish a credible joint communication strategy that can bolster investor confidence during turbulent periods.

Certain institutional mechanisms can enhance policy cooperation and coordination. The specific features of these mechanisms often reflect country-specific circumstances. For example, if the two policy mandates are held by different entities, it will be important to establish a coordination committee. Other jurisdictions may want to award both policy mandates to a single authority. And in those cases where conflicts between the two policy objectives remain, mechanisms need to be in place to decide which policy should prevail.

This paper provides general and preliminary guidance on measures and arrangements to promote effective cooperation between both policies in their joint pursuit of financial stability. Solutions will be shaped, to a large extent, by country-specific circumstances. Moreover, some flexibility in policy design and arrangements is needed because of the stillconsiderable uncertainty about the impact of these policies and our evolving understanding of systemic risk.

Saturday, June 8, 2013

How America Lost Its Way. By Niall Ferguson

How America Lost Its Way. By Niall Ferguson
http://online.wsj.com/article/SB10001424127887324798904578527552326836118.htmlThe Wall Street Journal, June 8, 2013, on page C1
It is getting ever harder to do business in the United States, argues Niall Ferguson, and more stimulus won't help: Our institutions need fixing.

Not everyone is an entrepreneur. Still, everyone should try—if only once—to start a business. After all, it is small and medium enterprises that are the key to job creation. There is also something uniquely educational about sitting at the desk where the buck stops, in a dreary office you've just rented, working day and night with a handful of employees just to break even.

As an academic, I'm just an amateur capitalist. Still, over the past 15 years I've started small ventures in both the U.S. and the U.K. In the process I've learned something surprising: It's much easier to do in the U.K. There seemed to be much more regulation in the U.S., not least the headache of sorting out health insurance for my few employees. And there were certainly more billable hours from lawyers.


By the Numbers

    433: Total number of days it takes in the U.S. to start a business, register a property, pay taxes, get an import and export license and enforce a contract
    368: Total number of days it took to do the same in 2006
    7: U.S. ranking, out of 144 countries, on the World Economic Forum's 2012-2013 Global Competitiveness Index
    1: U.S. ranking on the 2008-2009 Global Competitiveness Index
    33: U.S. ranking for its legal system and property rights in 2010 on the Fraser Institute's Economic Freedom index, out of 144 countries
    9: U.S. ranking for its legal system and property rights in 2000

Sources: 'Doing Business'; World Economic Forum; Fraser Institute


This set me thinking. We are assured by vociferous economists that economic growth would be higher in the U.S. and unemployment lower if only the government would run even bigger deficits and/or the Fed would print even more money. But what if the difficulty lies elsewhere, in problems that no amount of fiscal or monetary stimulus can overcome?

Nearly all development economists agree that good institutions—legislatures, courts, administrative agencies—are crucial. When poor countries improve their institutions, economic growth soon accelerates. But what about rich countries? If poor countries can get rich by improving their institutions, is it not possible that rich countries can get poor by allowing their institutions to degenerate? I want to suggest that it is.

Consider the evidence from the annual "Doing Business" reports from the World Bank and International Finance Corporation. Since 2006 the report has published data for most of the world's countries on the total number of days it takes to start a business, get a construction permit, register a property, pay taxes, get an export or import license and enforce a contract. If one simply adds together the total number of days it would take to carry out all seven of these procedures sequentially, it is possible to construct a simple measure of how slowly—or fast—a country's bureaucracy moves.

Seven years of data suggest that most of the world's countries are successfully making it easier to do business: The total number of days it takes to carry out the seven procedures has come down, in some cases very substantially. In only around 20 countries has the total duration of dealing with "red tape" gone up. The sixth-worst case is none other than the U.S., where the total number of days has increased by 18% to 433. Other members of the bottom 10, using this metric, are Zimbabwe, Burundi and Yemen (though their absolute numbers are of course much higher).

Why is it getting harder to do business in America? Part of the answer is excessively complex legislation. A prime example is the 848-page Wall Street Reform and Consumer Protection Act of July 2010 (otherwise known as the Dodd-Frank Act), which, among other things, required that regulators create 243 rules, conduct 67 studies and issue 22 periodic reports. Comparable in its complexity is the Patient Protection and Affordable Care Act (906 pages), which is also in the process of spawning thousands of pages of regulation. You don't have to be opposed to tighter financial regulation or universal health care to recognize that something is wrong with laws so elaborate that almost no one affected has the time or the will to read them.


Who benefits from the growth of complex and cumbersome regulation? The answer is: lawyers, not forgetting lobbyists and compliance departments. For complexity is not the friend of the little man. It is the friend of the deep pocket. It is the friend of cronyism.

We used to have the rule of law. Now it is tempting to say we have the rule of lawyers, which is something different. For the lawyers can also make money even in the absence of complex legislation.

It has long been recognized that the U.S. tort system is exceptionally expensive. Indeed, tort reform is something few people will openly argue against. Yet the plague of class-action lawsuits continues unabated. Regular customers of Southwest Airlines recently received this email: "Did you receive a Southwest Airlines drink coupon through the purchase of a Business Select ticket prior to August 1, 2010, and never redeem it? If yes, a legal Settlement provides a Replacement Drink Voucher, entitling you to a free drink aboard a Southwest flight, for every such drink coupon you did not redeem."

This is not the product of the imagination of some modern-day Charles Dickens. It is a document arising from the class-action case, In re Southwest Airlines Voucher Litigation, No. 11-cv-8176, which came before Judge Matthew F. Kennelly of the District Court for the Northern District of Illinois. As the circular explains: "This Action arose out of Southwest's decision, effective August 1, 2010, to only accept drink coupons received by Business Select customers with the purchase of a Business Select ticket on the date of the ticketed travel. The Plaintiffs in this case allege Southwest, in making that decision, breached its contract with Class Members who previously received drink coupons," etc.

As often happens in such cases, Southwest decided to settle out of court. Recipients of the email will have been nonplused to learn that the settlement "will provide Replacement Drink Vouchers to Class Members who submit timely and valid Claim Forms." One wonders how many have bothered.

Cui bono? The answer is, of course, the lawyers representing the plaintiffs. Having initially pitched for "up to $7 million in fees, costs and expenses," these ingenious jurists settled for fees of $3 million "plus costs not to exceed $30,000" from Southwest.

Canada's Fraser Institute has been compiling an "Economic Freedom" index since 1980, one component of which is a measure of the quality of a country's legal system and property rights. In the light of a case like the one described above, there is nothing surprising about the recent decline in U.S. performance. In 2000 U.S. law scored 9.23 out of 10. The most recent score (for 2010) was 7.12.

Such indexes must be used with caution, but the Fraser index is not the only piece of evidence suggesting that the rule of law in the U.S. is not what it was. The World Justice Project uses a completely separate methodology to assess countries' legal systems. The latest WJP report ranks the U.S. 17th out of 97 countries for the extent to which the law limits the power of government, 18th for the absence of corruption, 19th for regulatory enforcement, 22nd for access to civil justice and the maintenance of order and security, 25th for fundamental rights, and 26th for the effectiveness of criminal justice. Of all the former British colonies in the report, the U.S. ranks behind New Zealand, Australia, Singapore, Canada, Hong Kong and the United Kingdom—though it does beat Botswana.

The decline of American institutions is no secret. Yet it is one of those strange "unknown knowns" that is well documented but largely ignored. Each year, the World Economic Forum publishes its Global Competitiveness Index. Since it introduced its current methodology in 2004, the U.S. score has declined by 6%. (In the same period China's score has improved by 12%.) An important component of the index is provided by 22 different measures of institutional quality, based on the WEF's Executive Opinion Survey. Typical questions are "How would you characterize corporate governance by investors and boards of directors in your country?" and "In your country, how common is diversion of public funds to companies, individuals, or groups due to corruption?" The startling thing about this exercise is how poorly the U.S. fares.

In only one category out of 22 is the U.S. ranked in the global top 20 (the strength of investor protection). In seven categories it does not even make the top 50. For example, the WEF ranks the U.S. 87th in terms of the costs imposed on business by "organized crime (mafia-oriented racketeering, extortion)." In every single category, Hong Kong does better.

At the same time, the U.S. has seen a marked deterioration in its World Governance Indicators. In terms of "voice and accountability," "government effectiveness," "regulatory quality" and especially "control of corruption," the U.S. scores have all gone down since the WGI project began in the mid-1990s. It would be tempting to say that America is turning Latin, were it not for the fact that a number of Latin American countries have been improving their governance scores over the same period.

What is the process at work here? Perhaps this is a victory from beyond the grave for classical Western political theory. Republics, after all, were regarded by most ancient political philosophers as condemned to decadence, or to imperial corruption. This was the lesson of Rome. Democracy was always likely to give way to oligarchy or tyranny. This was the lesson of the French Revolution. The late Mancur Olson had a modern version of such cyclical models, arguing that all political systems were bound to become the captives, over time, of special interests. The advantage enjoyed by West Germany and Japan after World War II, he suggested, was that all the rent-seeking elites of the pre-1945 period had been swept away by defeat. This was why Britain won the war but lost the peace.

Whatever the root causes of the deterioration of American institutions, smart people are starting to notice it. Last year Michael Porter of Harvard Business School published a report based on a large-scale survey of HBS alumni. Among the questions he asked was where the U.S. was "falling behind" relative to other countries. The top three lagging indicators named were: the effectiveness of the political system, the K-12 education system and the complexity of the tax code. Regulation came sixth, efficiency of the legal framework eighth.

Asked to name "the most problematic factors for doing business" in the U.S., respondents to the WEF's most recent Executive Opinion Survey put "inefficient government bureaucracy" at the top, followed by tax rates and tax regulations.

All this should not be interpreted as yet another prophecy of the imminent decline and fall of the U.S., however. There is some light in the gloom. According to the most recent United Nations projections, the share of the U.S. population that is over 65 will reach 25% only at the very end of this century. Japan has already passed that milestone; Germany will be next. By midcentury, both countries will have around a third of their population age 65 or older.

More imminently, a revolution in the extraction of shale gas and tight oil, via hydraulic fracking, is transforming the U.S. from energy dependence to independence. Not only could the U.S., at least for a time, re-emerge as the world's biggest oil producer; the lower electricity costs resulting from the fossil-fuel boom are already triggering a revival of U.S. manufacturing in the Southeast and elsewhere.

In a functioning federal system, the pace of institutional degeneration is not uniform. America's four "growth corridors"—the Great Plains, the Gulf Coast, the Intermountain West and the Southeast—are growing not just because they have natural resources but also because state governments in those regions are significantly more friendly to business. There are already heartening signs of a great regeneration in states like Texas and North Dakota.

"In America you have a right to be stupid—if you want to be." Secretary of State John Kerry made that remark off the cuff in February, speaking to a group of students in Berlin. It is not a right the founding fathers felt they needed explicitly to enshrine. But it has always been there, and America's leaders have frequently been willing to exercise it.

Yes, we Americans have the right to be stupid if we want to be. We can carry on pretending that our economic problems can be solved with the help of yet more fiscal stimulus or quantitative easing. Or we can face up to the institutional impediments to growth I have described here.

Not many economists talk about them, it's true. But that's because not many economists run businesses.


Adapted from Mr. Ferguson's new book, "The Great Degeneration: How Institutions Decay and Economies Die," to be published by Penguin Press on Thursday.

Thursday, May 30, 2013

CGFS: Asset encumbrance, financial reform and the demand for collateral assets

Asset encumbrance, financial reform and the demand for collateral assets
CGFS Publications No 49
May 2013
http://www.bis.org/publ/cgfs49.htm

Executive Summary

The use of collateral in financial transactions has risen in many jurisdictions in the aftermath of the financial crisis, and is likely to increase further. This is driven by both market forces and regulatory changes, and has triggered concerns about real or perceived collateral scarcity and excessive asset encumbrance. Taking a system-wide perspective, this report examines how greater collateral use and asset encumbrance may impact the functioning of the financial system and draws lessons for policymakers. The key findings are summarised below.


Increasing collateralised funding and asset encumbrance

There is evidence of increasing bank reliance on collateralised market funding, particularly in Europe. A key driver of this development is perceptions of higher counterparty credit risk amongst investors, who demand more collateral or charge higher risk premia on unsecured debt.

However, the share of collateralised funding differs significantly among banks and between jurisdictions. Indeed, different business models, market structures and regulatory frameworks will tend to generate – and support – structurally different levels of collateralised funding in bank balance sheets.
 
Greater reliance on collateralised funding raises the share of bank assets that are encumbered. Asset encumbrance is also rising on account of initial margin requirements of central and bilateral counterparties to cover derivatives exposures and other aspects of regulatory reform.


No aggregate collateral shortages, but differences amongst jurisdictions
The demand for high-quality assets (HQA) that can be used as collateral will increase due to a number of key regulatory reforms. Examples are stricter standards for initial margin requirements on over-the-counter (OTC) derivatives transactions, both for central and for bilateral clearing arrangements, and the introduction of the liquidity coverage ratio under Basel III. This comes on top of greater demand for collateral assets in secured bank funding.
 
Current estimates suggest that the combined impact of liquidity regulation and OTC derivatives reforms could generate additional collateral demand to the tune of $4 trillion. At the same time, the supply of collateral assets is known to have risen significantly since end-2007. Outstanding amounts of AAA- and AArated government securities alone – based on the market capitalisation of widely used benchmark indices – increased by $10.8 trillion between 2007 and 2012. Other measures suggest even greater increases in supply.

Hence, concerns about an absolute shortage of HQA appear unjustified. Yet as the situation varies markedly across jurisdictions, temporary HQA shortages may arise in some countries, for example when the level of government bonds outstanding is low or when government bonds are perceived risky by market participants.


Implications for markets and financial stability
Private sector adjustments can mitigate shortages of HQA. Such adjustments include broader eligibility criteria for collateral assets in private transactions, more efficient entity-level collateral management and increased collateral reuse and collateral transformation.

Yet while lessening any collateral shortage, such endogenous responses will come at the cost of greater interconnectedness in the financial system, for example in the form of more securities lending or collateral transformation services. They may also increase concentration, if these responses rely on the services of only a small number of intermediaries, and will add to financial system opacity, including via shadow banking activities, and increase operational, funding and rollover risks.

Increased collateralisation of bank balance sheets mitigates counterparty credit risk, but adds to the procyclicality of the financial system. The channels through which this occurs, in times of financial stress, are the exclusion of certain assets from the pool of eligible collateral, higher haircuts on collateral assets, increased margin requirements on centrally cleared and non-centrally cleared derivatives trades and marking-to-market of bank assets in collateral pools.
Greater encumbrance of bank balance sheets can adversely affect the residual claims of unsecured creditors during bank resolution, increase risks to deposit insurance schemes and reduce the effectiveness of policies aimed at bail-in.  Given limited disclosures on encumbered assets, the ability of markets to accurately price unsecured debt can also be impaired.


Implications for policy
Market discipline can be enhanced by requiring banks to provide regular, standardised public disclosures on asset encumbrance. Transparency about the extent to which bank assets are encumbered or are available for encumbrance will allow unsecured creditors to better assess the risks they face. Such disclosures would include information on unencumbered assets relative to unsecured liabilities, on overcollateralisation levels, and on received collateral that can be rehypothecated. Development of such standards would benefit from outreach to market participants and could involve the reporting of lagged, average values to limit adverse dynamics in crisis periods. Supervisors, in turn, should receive more detailed and granular data, as required, including the amounts and types of unencumbered assets.

Including asset encumbrance in the pricing of deposit guarantee schemes deserves consideration in jurisdictions where encumbrance is of concern. Since depositors will not themselves factor in the risks posed by increased asset encumbrance – as their deposits are guaranteed – risk-sensitive deposit guarantee premia could serve to discipline banks. This would internalise the effect of asset encumbrance on residual risks for such schemes, as well as for the government as the ultimate safety net. Further analysis is needed to make this operational, taking into account differences in business models.

To internalise the risks of rising asset encumbrance, prudential limits can serve as a backstop to other policy measures, as practised in some jurisdictions. In cases where encumbrance could become a material concern, banks should be asked to perform regular stress tests that evaluate encumbrance levels under adverse market conditions.

Central banks and prudential authorities need to closely monitor and oversee market responses to increased collateral demand and their effects on interconnectedness. This provides support for work on best practice standards in securities financing markets and for shadow banking activities more generally, as well as for supervisory reviews of financial institutions’ risk and collateral management arrangements.
Concerns over procyclical demand for collateral assets lend support to efforts targeting strict standards for collateral valuation practices and through-the-cycle haircuts.

Tuesday, May 28, 2013

Competition Policy for Modern Banks. By Lev Ratnovski

Competition Policy for Modern Banks. By Lev Ratnovski
IMF Working Paper No. 13/126
May 23, 2013
http://www.imf.org/external/pubs/cat/longres.aspx?sk=40568.0

Summary: Traditional bank competition policy seeks to balance efficiency with incentives to take risk. The main tools are rules guiding entry/exit and consolidation of banks. This paper seeks to refine this view in light of recent changes to financial services provision. Modern banking is largely market-based and contestable. Consequently, banks in advanced economies today have structurally low charter values and high incentives to take risk. In such an environment, traditional policies that seek to affect the degree of competition by focusing on market structure (i.e. concentration) may have limited effect. We argue that bank competition policy should be reoriented to deal with the too-big-to-fail (TBTF) problem. It should also focus on the permissible scope of activities rather than on market structure of banks. And following a crisis, competition policy should facilitate resolution by temporarily allowing higher concentration and government control of banks.


Saturday, May 25, 2013

Reading Hayek in Beijing. Bret Stephens on Yang Jisheng

Reading Hayek in Beijing. By Bret Stephens
A chronicler of Mao's depredations finds much to worry about in modern China.The Wall Street Journal, May 25, 2013, on page A11
http://online.wsj.com/article/SB10001424127887324659404578501492191072734.html

On Yang Jisheng

In the spring of 1959, Yang Jisheng, then an 18-year-old scholarship student at a boarding school in China's Hubei Province, got an unexpected visit from a childhood friend. "Your father is starving to death!" the friend told him. "Hurry back, and take some rice if you can."

Granted leave from his school, Mr. Yang rushed to his family farm. "The elm tree in front of our house had been reduced to a barkless trunk," he recalled, "and even its roots had been dug up." Entering his home, he found his father "half-reclined on his bed, his eyes sunken and lifeless, his face gaunt, the skin creased and flaccid . . . I was shocked with the realization that the term skin and bones referred to something so horrible and cruel."

Mr. Yang's father would die within three days. Yet it would take years before Mr. Yang learned that what happened to his father was not an isolated incident. He was one of the 36 million Chinese who succumbed to famine between 1958 and 1962.

It would take years more for him to realize that the source of all the suffering was not nature: There were no major droughts or floods in China in the famine years. Rather, the cause was man, and one man in particular: Mao Zedong, the Great Helmsman, whose visage still stares down on Beijing's Tiananmen Square from atop the gates of the Forbidden City.

Mr. Yang went on to make his career, first as a journalist and senior editor with the Xinhua News Agency, then as a historian whose unflinching scholarship has brought him into increasing conflict with the Communist Party—of which he nonetheless remains a member. Now 72 and a resident of Beijing, he's in New York this month to receive the Manhattan Institute's Hayek Prize for "Tombstone," his painstakingly researched, definitive history of the famine. On a visit to the Journal's headquarters, his affinity for the prize's namesake becomes clear.

"This book had a huge impact on me," he says, holding up his dog-eared Chinese translation of Friedrich Hayek's "The Road to Serfdom." Hayek's book, he explains, was originally translated into Chinese in 1962 as "an 'internal reference' for top leaders," meaning it was forbidden fruit to everyone else. Only in 1997 was a redacted translation made publicly available, complete with an editor's preface denouncing Hayek as "not in line with the facts," and "conceptually mixed up."

Mr. Yang quickly saw that in Hayek's warnings about the dangers of economic centralization lay both the ultimate explanation for the tragedies of his youth—and the predicaments of China's present. "In a country where the sole employer is the state," Hayek had observed, "opposition means death by slow starvation."

So it was in 1958 as Mao initiated his Great Leap Forward, demanding huge increases in grain and steel production. Peasants were forced to work intolerable hours to meet impossible grain quotas, often employing disastrous agricultural methods inspired by the quack Soviet agronomist Trofim Lysenko. The grain that was produced was shipped to the cities, and even exported abroad, with no allowances made to feed the peasants adequately. Starving peasants were prevented from fleeing their districts to find food. Cannibalism, including parents eating their own children, became commonplace.

"Mao's powers expanded from the people's minds to their stomachs," Mr. Yang says. "Whatever the Chinese people's brains were thinking and what their stomachs were receiving were all under the control of Mao. . . . His powers extended to every inch of the field, and every factory, every workroom of a factory, every family in China."

All the while, sympathetic Western journalists—America's Edgar Snow and Britain's Felix Greene in particular—were invited on carefully orchestrated tours so they could "refute" rumors of mass starvation. To this day, few people realize that Mao's forced famine was the single greatest atrocity of the 20th century, exceeding by orders of magnitude the Rwandan genocide, the Cambodian Killing Fields and the Holocaust.

The power of Mr. Yang's book lies in its hauntingly precise descriptions of the cruelty of party officials, the suffering of the peasants, the pervasive dread of being called "a right deviationist" for telling the truth that quotas weren't being met and that millions were being starved to death, and the toadyism of Mao lieutenants.

Yet the book is more than a history of a uniquely cruel regime at a receding moment in time. It is also a warning of what lies at the end of the road for nations that substitute individualism with any form of collectivism, no matter what the motives. Which brings Mr. Yang to the present day.

"China's economy is not what [Party leaders] claim as the 'socialist-market economy,' " he says. "It's a 'power-market' economy."

What does that mean?

"It means the market is controlled by the power. . . . For example, the land: Any permit to enter any sector, to do any business has to be approved by the government. Even local government, down to the county level. So every county operates like an enterprise, a company. The party secretary of the county is the CEO, the president."

Put another way, the conventional notion that the modern Chinese system combines political authoritarianism with economic liberalism is mistaken: A more accurate description of the recipe is dictatorship and cronyism, with the results showing up in rampant corruption, environmental degradation and wide inequalities between the politically well-connected and everyone else. "There are two major forms of hatred" in China today, Mr. Yang explains. "Hatred toward the rich; hatred toward the powerful, the officials." As often as not they are one and the same.

Yet isn't China a vastly freer place than it was in the days of Mr. Yang's youth? He allows that the party's top priority in the post-Mao era has been to improve the lot of the peasantry, "to deal with how to fill the stomach."

He also acknowledges that there's more intellectual freedom. "I would have been executed if I had this book published 40 years ago," he notes. "I would have been imprisoned if this book was out 30 years ago. Now the result is that I'm not allowed to get any articles published in the mainstream media." The Chinese-language version of "Tombstone" was published in Hong Kong but is banned on the mainland.

There is, of course, a rational reason why the regime tolerates Mr. Yang. To survive, the regime needs to censor vast amounts of information—what Mr. Yang calls "the ruling technique" of Chinese leaders across the centuries. Yet censorship isn't enough: It also needs a certain number of people who understand the full truth about the Maoist system so that the party will never repeat its mistakes, even as it keeps the cult of Mao alive in order to preserve its political legitimacy. That's especially true today as China is being swept by a wave of Maoist nostalgia among people who, Mr. Yang says, "abstract Mao as this symbol of social justice," and then use that abstraction to criticize the current regime.

"Ten million workers get laid off in the state-owned enterprise reforms," he explains. "So many people are dissatisfied with the reforms. Then they become nostalgic and think the Mao era was much better. Because they never experienced the Mao era!" One of the leaders of that revival, incidentally, was Bo Xilai, the powerful former Chongqing party chief, brought down in a murder scandal last year.

But there's a more sinister reason why Mr. Yang is tolerated. Put simply, the regime needs some people to have a degree of intellectual freedom, in order to more perfectly maintain its dictatorship over everyone else.

"Once I gave a lecture to leaders at a government bureau," Mr. Yang recalls. "I told them it's a dangerous job, you guys, being officials, because you have too much power. I said you guys have to be careful because those who want approval from you to get certain land and projects, who bribe you, these are like bullets, ammunition, coated in sugar, to fire at you. So today you may be a top official, tomorrow you may be a prisoner."

How did the officials react to that one?

"They said, 'Professor Yang, what you said, we should pay attention.' "

So they should. As Hayek wrote in his famous essay on "The Use of Knowledge in a Society," the fundamental problem of any planned system is that "knowledge of circumstances of which we must make use never exists in concentrated or integrated form but solely as the dispersed bits of incomplete and frequently contradictory knowledge which all the separate individuals possess."

The Great Leap Forward was an extreme example of what happens when a coercive state, operating on the conceit of perfect knowledge, attempts to achieve some end. Even today the regime seems to think it's possible to know everything—one reason they devote so many resources to monitoring domestic websites and hacking into the servers of Western companies. But the problem of incomplete knowledge can't be solved in an authoritarian system that refuses to cede power to the separate people who possess that knowledge.

"For the last 20 years, the Chinese government has been saying they have to change the growth mode of the economy," Mr. Yang notes. "So they've been saying, rather than just merely expanding the economy they should do internal changes, meaning more value-added services and high tech. They've been shouting such slogans for 20 years, and not many results. Why haven't we seen many changes? Because it's the problem that lies in the very system, because it's a power-market economy. . . . If the politics isn't changed, the growth mode cannot be changed."

That suggests China will never become a mature power until it becomes a democratic one. As to whether that will happen anytime soon, Mr. Yang seems doubtful: The one opinion widely shared by rulers and ruled alike in China is that without the Communist Party's leadership, "China will be thrown into chaos."

Still, Mr. Yang hardly seems to have given up hope that he can play a role in raising his country's prospects. In particular, he's keen to reclaim two ideas at risk of being lost in today's China.

The first is the meaning of rights. A saying attributed to the philosopher Lao Tzu, he says, has it that a ruler should fill the people's stomachs and empty their heads. The gambit of China's current rulers is that they can stay in power forever by applying that maxim. Mr. Yang hopes they're wrong.

"People have more needs than just eating!" he insists. "In China, human rights means the right to survive, and I argue with these people. This is not human rights, it's animal rights. People have all sorts of needs. Spiritual needs, the need to be free, the freedoms."

The second is the obligation of memory. China today is a country galloping into a century many people believe it will define, one way or the other. Yet the past, Mr. Yang insists, also has its claims.

"If a people cannot face their history, these people won't have a future. That was one of the purposes for me to write this book. I wrote a lot of hard facts, tragedies. I wanted people to learn a lesson, so we can be far away from the darkness, far away from tragedies, and won't repeat them."

Hayek would have understood both points well.

Mr. Stephens writes "Global View," the Journal's foreign-affairs column.

Friday, May 17, 2013

"Near-Coincident" Indicators of Systemic Stress. By Ivailo Arsov, Elie Canetti, Laura Kodres, and Srobona Mitra

"Near-Coincident" Indicators of Systemic Stress. By Ivailo Arsov, Elie Canetti, Laura Kodres, and Srobona Mitra
IMF Working Paper No. 13/115
May 17, 2013
http://www.imf.org/external/pubs/cat/longres.aspx?sk=40551.0

Summary: The G-20 Data Gaps Initiative has called for the IMF to develop standard measures of tail risk, which we identify in this paper with systemic risk. To understand the conditions under which tail risk is present, it is first necessary to develop a measure of what constitutes a systemic stress, or tail, event. We develop such a measure and uses it to assess the performance of eleven near-term systemic risk indicators as ‘early’ warning of distress among top financial institutions in the United States and the euro area. Two indicators perform particularly well in both regions, and a couple of other simple indicators do well across a number of criteria. We also find that the sizes of institutions do not necessarily correspond with their contribution to spillover risk. Some practical guidance for policies is provided.

Thursday, May 16, 2013

Unconventional Monetary Policies - Recent Experiences and Prospects (+ Background Paper)

Unconventional Monetary Policies - Recent Experiences and Prospects
IMF Policy Paper
http://www.imf.org/external/pp/longres.aspx?id=4764

Summary:This paper addresses three questions about unconventional monetary policies. First, what policies were tried, and with what objectives? Second, were policies effective? And third, what role might these policies continue to play in the future?




Unconventional Monetary Policies - Recent Experiences and Prospects - Background Paper
IMF Policy Paper
http://www.imf.org/external/pp/longres.aspx?id=4765

Summary:This paper provides background information to the main Board paper, “The Role and Limits of Unconventional Monetary Policy.” This paper is divided in five distinct sections, each focused on a different topic covered in the main paper, though most relate to bond purchase programs. As a result, this paper centers on the experience of the United States Federal Reserve (Fed), the Bank of England (BOE) and the Bank of Japan (BOJ), mostly leaving the European Central Bank (ECB) aside given its focus on restoring the functioning of financial markets and intermediation. Section A explores whether bond purchase programs were effective at decreasing bond yields and, if so, through which channels. Section B goes one step further in evaluating whether bond purchase programs had—or can be expected to have—significant effects on real growth and inflation. Section C studies the spillover effects of bond purchases on both advanced and emerging market economies, using very similar methods as introduced in the first section. Section D breaks from the immediate focus on bond purchases to discuss how inflation might decrease the debt burden in advanced economies, in light of possible pressures that could fall (or be perceived to fall) on central banks. Finally, Section E discusses the possible risks of exiting given the very large central bank balance sheets.

Tuesday, May 14, 2013

Creating a Safer Financial System: Will the Volcker, Vickers, and Liikanen Structural Measures Help?

Creating a Safer Financial System: Will the Volcker, Vickers, and Liikanen Structural Measures Help? By Jose Vinals, Ceyla Pazarbasioglu, Jay Surti, Aditya Narain, Michaela Erbenova, and Julian Chow
IMF Staff Discussion Notes No. 13/4
May 14, 2013
http://www.imf.org/external/pubs/cat/longres.aspx?sk=40526.0

Summary: The U.S., the U.K., and more recently, the E.U., have proposed policy measures directly targeting complexity and business structures of banks. Unlike other, price-based reforms (e.g., Basel 3 and G-SIFI surcharges), these proposals have been developed unilaterally with material differences in scope, design and implementation schedules. This may exacerbate cross-border regulatory arbitrage and put a further burden on consolidated supervision and cross-border resolution. This paper provides an analysis of the potential implications of implementing different structural policy measures. It proposes a pragmatic and coordinated approach to development of these policies to reduce risk of regulatory arbitrage and minimize unintended consequences. In doing so, it also aims to identify a set of common policy measures that countries could adopt to re-scope bank business models and corporate structures.

Executive Summary
Structural constraints on banks proposed by a number of countries aim to address the too-important-to- fail problem by reducing the risk that these institutions will fail and by simplifying their resolution if they do fail.

Structural measures can contribute to financial stability in combination with enhanced, post-crisis price-based regulations, supervision, and cross-border bank resolution frameworks. Activity restrictions, when appropriately designed and judiciously implemented, can work in tandem with strengthened capital requirements to limit bank management’s capacity for excessive risk taking. Corporate structures aligned to business activities and limits on intra-group exposures and on their pricing can shield systemically important financial services from idiosyncratic shocks impacting other activities.  The nations proposing structural banking reform are global financial centers and systemically important economies. By enhancing financial stability in these countries, such policies can have positive spillovers on the global economy and financial system.

Nevertheless, our analysis suggests that these policies will also have potentially significant global costs given that they will be imposed on internationally active and systemic financial institutions. Our assessment points to the need for a global cost-benefit exercise encompassing extra-territorial implications of structural measures. This is necessary to determine whether the benefits of structural measures match or exceed costs at the global level; it would be difficult to justify them otherwise.

Subjecting a global institution to different structural measures in different jurisdictions could exert further pressure on consolidated supervision and cross-border resolution. Our view is that, with firm political support, a “targeted” approach—with structural measures tailored to the specific risk profiles of individual banks at a global group level—would promote global financial stability more effectively than an across-the-board approach. However, absent sufficient confidence in the supervisory capacity to design and forcefully implement the targeted approach, across-the-board measures would be appropriate provided their global benefits exceed their costs.

Wednesday, May 8, 2013

Can a Growing Services Sector Renew Asia's Economic Growth?

Can a Growing Services Sector Renew Asia's Economic Growth? By Marcus Noland, Donghyun Park, and Gemma B. Estrada
AsiaPacific Issues, No. 109
Honolulu: East-West Center, April 2013
Pages: 8
http://www.eastwestcenter.org/publications/can-growing-services-sector-renew-asias-economic-growth

To continue Asia's economic growth the focus for expansion and improvement must move from export manufacturing to the services sector--primarily to cross-border trade in such modern services as finance, information and communication, and professional business services. As the Asian services-sector economies have historically been dominated by personal services rather than by more information-intensive services, serious concerns exist about their ability to rapidly and successfully grow these modern services. While Asia does have some well-known services-sector success stories--such as in India and the Philippines--most Asian services economies have a history of relatively slow developmental change. Removing internal and external policy and structural constraints will be key to productivity growth in modern cross-border services trade. Improving educational opportunities and strengthening infrastructure and capital and labor markets will all be needed complements to regulatory reform if Asia is to grow new and innovative service providers.

Thursday, May 2, 2013

U.S. SEC Proposes Rules For Cross-Border Swap Trades

U.S. SEC Proposes Rules For Cross-Border Swap Trades. By Sarah N. Lynch
Daily News (White Plains, NY)
May 02, 2013
http://www.garp.org/risk-news-and-resources/risk-headlines/story.aspx?newsid=61783

Excerpts:

The top U.S. securities regulator unveiled a proposal on Wednesday [May 1] that spells out how its rules for swaps will apply to foreign banks, saying it hoped its proposal can resolve a brewing global conflict over how to regulate the $640 trillion market.

[...]

 "This is particularly important because the global nature of this market means that participants may be subject to requirements in multiple countries," SEC Chair Mary Jo White said.

The SEC and another regulator, the Commodity Futures Trading Commission, won broad new powers in the 2010 Dodd-Frank Wall Street reform law to police the $640 trillion derivatives market, which was then largely unregulated. But Europeans and the CFTC have butted heads over the issue of how the U.S. rules should apply abroad for the past year, with CFTC Chairman Gary Gensler blamed for his aggressive stance in how he wants to apply the rules abroad.

European regulators have countered that the CFTC's approach, which was first proposed last summer, could create duplicative regimes, and have urged the United States to let them regulate the banks on their own turf.

"This type of overlapping regulatory oversight could lead to conflicting or costly duplicative regulatory requirements. Market participants need to know which rules to follow - and I believe that this proposal will serve as the road map," said Ms. White, who was just sworn in as SEC chair last month.

[...]

The CFTC late last year granted broad exemptions that vastly scaled back the cross-border reach of its proposal, but these expire in the middle of July, and it has given no clues as to whether its final draft will be equally loose. The SEC's proposal on Wednesday reflects a less aggressive approach than what the CFTC had initially proposed, and are more aligned with the CFTC's less stringent, time- limited exemptions that are currently in place.

"The proposed rules approved today by the SEC provide yet another example of the significant difference in approach taken by each of the SEC and the CFTC," said Michael O'Brien, a partner at Winston & Strawn.

Others said that the two sets of rules ultimately might not come out all that differently, and that the SEC's more accommodating stance towards foreign regulators by no means meant it would be easier on the industry.

"The detail of the rules implies that it is by no means going to be a free pass," said Gareth Old, a lawyer at Clifford Chance in New York. "The (SEC) is going to scrutinize both non-U.S. regulations and also conduct by market participants in terms of how they use those regulations probably just as carefully as the CFTC."

[...]

Still, a few SEC commissioners on Wednesday flagged a variety of reservations with the plan. Commissioner Luis Aguilar, a Democrat, said he had concerns that the SEC's plan exempts foreign subsidiaries of U.S. firms from being dubbed "U.S. persons" - a category that subjects firms to certain SEC regulations.

"The proposed rules seem to assume that any failure by these foreign subsidiaries would not financially affect the U.S. parents," he said. "However, even without a legal obligation, a U.S parent company will likely step in to save its financially troubled subsidiaries ... The proposed rules do not appear to address fully these contagion and spillover risks."

Commissioner Troy Paredes, a Republican, raised completely opposite concerns, saying he has fears that trades cutting across international boundaries could still too often be captured by the SEC's rules.

Tuesday, April 30, 2013

Central bank finances, by David Archer and Paul Moser-Boehm

By David Archer and Paul Moser-Boehm

BIS Papers No 71
April 2013
 
 
This paper looks at the relevance of a central bank's own finances for its policy work. Some central banks are exposed to significant financial risks, partly due to the environment in which they operate, and partly due to the nature of policy actions. While financial exposures and losses do not hamper central banks' operational capabilities, they may weaken the effectiveness of central bank policy transmission. Against this backdrop, the paper analyses the determinants of a central bank's financial position and the possible implications of insufficient financial resources for policymaking. It also provides a conceptual framework for considering the question of whether central banks have sufficient financial resources.

JEL classification: E58, E61, G01, M41


Title Languages
  Foreword EN
  Overview and conclusions EN
  Introduction EN
  Part A: Preliminaries: understanding central bank finances EN
  Part B: What financial resources do central banks have? EN
  Part C: What level of financial resources do central banks need? EN
  Part D: Assessing the appropriate amount of financial resources - a framework EN
  Annex 1: Central bank accounting policies EN
  Annex 2: Components of selected distribution schemes EN

Sunday, April 28, 2013

"What a civilised society, I thought to myself"

From the speech by Lee Kuan Yew at the Imperial College Commemoration Eve Dinner, Oct 22, 2002 (http://www3.imperial.ac.uk/newsandeventspggrp/imperialcollege/alumni/pastukevents/newssummary/news_26-2-2007-14-0-12):

Looking back at those early years, I am amazed at my youthful innocence. I watched Britain at the beginning of its experiment with the welfare state; the Atlee government started to build a society that attempted to look after its citizens from cradle to grave. I was so impressed after the introduction of the National Health Service when I went to collect my pair of new glasses from my opticians in Cambridge to be told that no payment was due. All I had to do was to sign a form. What a civilised society, I thought to myself. The same thing happened at the dentist and the doctor.

I did not understand what a cosseted life would do to the spirit of enterprise of a pe ople, diminishing their desire to achieve and succeed. I believed that wealth came naturally from wheat growing in the fields, orchards bearing fruit every summer, and factories turning out all that was needed to maintain a comfortable life.

Only two decades later when I had to make an outdated entrepot economy feed a people did I realise we needed to create the wealth before we can share it. And to create wealth, high motivation and incentives are crucial to drive a people to achieve, to take risks for profit or there will be nothing to share.

It is remarkable that powerful minds like Sir William Beveridge's, who thought out this egalitarian welfare system, did not foresee its unintended consequences. It took more than three decades of gradual decline in performance before Margaret Thatcher set out to reverse it, to restore individual incentives and the motivation to succeed, to encourage risk-taking, necessary for a successful entrepreneurial economy.

h/t: Haseltine, William A. Affordable Excellence: The Singapore Health System. Brookings Institution Press with the National University of Singapore Press, Apr 2013


The most interesting this, to me is that this once was the norm:
Perhaps the most impressive sight I came upon was when I emerged from the tube station at Piccadilly Circus. I found a little table with a pile of newspapers and a box of coins and notes with nobody in attendance. You take your newspaper, toss in your coin or put in your 10-shilling note and take your change. I took a deep breath - this was a truly civilised people.

But, as he added:
Five decades ago, London was a grimy, sooty, bomb-scarred city, with less food, fewer cars, and deprived of the conveniences of the consumer society. But the people, then homogeneous, white, and Christians, were admirable, self-confident and courteous.

From that well-mannered Britain to the yobs and football hooligans of the 1990s took only 40 years. I learned that civilised living does not come about naturally.

Saturday, April 27, 2013

Structural bank regulation initiatives: approaches and implications

BIS Working Papers No 412
April 2013
The paper examines the basic rationale and features of the proposals adopted to separate specific investment and commercial banking activities (Volcker rule, Vickers and Liikanen proposals). In particular, it focuses on the likely implications of such initiatives for: (i) financial stability and systemic risk; (ii) banks' business models; and (iii) the international activities of global banks.

Keywords: regulation, bank business models, systemic risk, economies of scale, economies of scope, too big to fail

JELclassification: G21, G28

Excerpts:

The Volcker rule is narrow in scope but otherwise quite strict. It is narrow in that it seeks to carve out only proprietary trading while allowing market-making activities on behalf of customers. Moreover, it has several exemptions, including for transactions in specific instruments, such as US Treasury and agency securities. It is strict in that it forbids the coexistence of such trading activities and other banking activities in different subsidiaries within the same group. It similarly prevents investments in, and sponsorship of, entities that could expose institutions to equivalent risks, such as hedge funds and private equity funds. That said, it imposes very few additional restrictions on the transactions of banking organisations with other financial firms more generally (eg such as through constraints on lending or funding among them). However, it is worth remembering that the current US legislation does constrain the activities of depository institutions.

The Liikanen Report proposals are somewhat broader in scope but less strict.  They are broader because they seek to carve out both proprietary trading and market-making, without drawing a distinction between the two. They are less strict because they allow these activities to coexist with other banking business within the same group as long as these are carried out in separate subsidiaries. The proposals limit contagion within the group by requiring, in particular, that the subsidiaries be self-sufficient in terms of capital and liquidity and that transactions between the legal entities take place on market terms. Just like the Volcker rule, the proposals do not envisage significant restrictions between the protected banking unit and other financial firms, except that they require the separation of exposures to entities such as hedge funds and special investment vehicles (SIVs) in the trading entity.

The Vickers Commission proposals are even broader in scope but have a more articulated approach to strictness. They are broader in that they exclude a larger set of banking business from the protected entity, including also securities underwriting and secondary market purchases of loans and other financial instruments. A very narrow set of retail banking business must be within the protected entity (retail deposit-taking, overdrafts to individuals and loans to small and medium-sized enterprises (SMEs)); and another set may be conducted within it (eg some other forms of retail and corporate banking, including ancillary operations to hedge risks to support them). The approach to strictness is more articulated because it involves both intragroup and inter-firm restrictions (the “ring fence”). As in the Liikanen Report, protected activities can coexist with others in separate subsidiaries within the same group but subject to intragroup constraints that are somewhat tighter, including on the size of the linkages.3 Moreover, a series of restrictions limit the extent to which the banking unit within the ring fence can interact with other financial sector firms. An in-depth exploration of the economic underpinnings of the reforms is provided in Vickers (2012).


Conclusions

A number of jurisdictions are considering whether to implement regulations that impose restrictions on the scope of banking activity, or have already taken concrete steps towards doing so. These initiatives include the so-called Volcker rule in the United States, the proposals of the Vickers Commission in the United Kingdom and the European Commission’s Liikanen Report. Draft legislation on structural bank regulation is underway in Germany and France.

The proposals for structural bank regulation break with the conventional wisdom that the banking sector’s efficiency and stability stands only to gain from the increased diversification of banks’ activities. Rather, structural bank regulation sees the combination of commercial banking and certain types of capital market-related activities as a source of systemic risk. The common element of all the proposals is to restrict universal banking by drawing a line somewhere between “commercial” and “investment” banking businesses. Hence, the various initiatives on structural bank regulation aim at changing how banks organise themselves.

Structural bank regulation initiatives are designed to reduce systemic risk in several ways. First, they can shield the institutions carrying out the protected activities from losses incurred elsewhere. Second, they can prevent any subsidies supporting the protected activities (eg central bank lending facilities and deposit guarantee schemes) from cutting the cost of risk-taking and inducing moral hazard in other business lines. Third, they can reduce the complexity and possibly the size of banking organisations, making them easier to manage, more transparent to outside stakeholders and easier to resolve.

However, the initiatives also raise some challenges. One risk is that banks may respond to the reforms by shifting activities beyond the perimeter of consolidated regulation. In fact, one reason why the Liikanen Report opts for subsidiarisation rather than full separation is to reduce this risk. Migration would be a concern if these activities proved to be systemic in nature.

Second, structural regulation may, through various channels, affect the international activities of universal banks in particular. For example, disincentives for global banking may be created by initiatives seeking to protect depositors and cut the costs of the official safety net within the home country jurisdiction. Moreover, ring-fencing and subsidiarisation may constrain the allocation of capital and liquidity within a globally operating banking group. Through these channels, structural regulation may contribute to a fragmentation of banking markets along national lines.

A third risk is that structural regulation may create business models that are, in fact, more difficult to supervise and resolve. For example, resolution strategies may be rather complex to design and implement for globally operating banks that have to face increasing heterogeneity in permitted business models at the national level.

Financial sector ups and downs and the real sector in the open economy: Up by the stairs, down by the parachute

By Joshua Aizenman, Brian Pinto and Vladyslav Sushko

BIS Working Papers No 411
April 2013

We examine how financial expansion and contraction cycles affect the broader economy through their impact on real economic sectors in a panel of countries over 1960-2005. Periods of accelerated growth of the financial sector are more likely to be followed by abrupt financial contractions than are periods of slower financial sector growth. Sharp fluctuations in the financial sector have strongly asymmetric effects, with the majority of real sectors adversely affected by contractions, but not helped by expansions. The adverse effects of financial contractions are transmitted almost exclusively through the financial openness channel, with precautionary foreign exchange reserve holdings serving as a key buffer.

Keywords: financial cycles, financial and trade openness, real transmission of financial shocks, foreign exchange reserves

JELclassification: F15, F31, F36, F4

Sunday, April 21, 2013

Generalized linear modeling with highly dimensional data

Question from a student, University of Missouri-Kansas City:

Hi guys,
I have project in Regression class, and we have to use R to do it,but till now I didn't find appropriate code for this project, and I dont now which method I have to use.

I have to analysis of a high dimensional dataset. The data has a total of 500 features.

we have no knowledge as to which of the features are useful and which not. Thus we want to apply model selection techniques to obtain a subset of useful features. What we have to do is the following:

a) There are totally 2000 observations in the data. Use the first 1000 to train or fit your model, and the other 1000 for prediction.

b) You will report the number of features you select and the percentage of response you correctly predict. Your project is considered valid only if the obtained percentage exceeds 54%.

Please help me as much as you can.
Your help would be appreciated..
Thank you!


-------------------
Answer

well, doing batches of 30 variables I came across 88 of the 500 that minimize AIC for each batch:

t1=read.csv("qw.csv", header=FALSE)
nrow(t1)
# not a good solution -- better to get 1000 records randomly, but this is enough for now:
train_data=t1[1:1000,]
test_data=t1[1001:2000,]
library(bestglm)
x=train_data[,2:31]
y=train_data[,1]
xy=as.data.frame(cbind(x,y))
(bestAIC = bestglm(xy, IC="AIC"))

, and so on, going from  x=train_data[,2:31] to x=train_data[32:61], etc. Each run gives you a list of best variables to minimize AIC (I chose AIC but it can be any other criterion).

If I try to process more than 30 (or 31) columns with bestglm it takes too much time because it uses other programs and optimization is different... and clearly inefficient.

now, the problem seems reduced to using less than 90 variables instead of the original 500. Not the real solution, since I am doing this in a piecemeal basis, but maybe close to what we are looking for, which is to get 54pct of the observed values.

using other methods I got even less candidates to be used as variables, but let's keep the ones we found before

then I tried this: after finding the best candidates I created this object, a data frame:

dat = data.frame(train_data$V1, train_data$V50, train_data$V66, train_data$V325, train_data$V426, train_data$V28, train_data$V44, train_data$V75, train_data$V111, train_data$V128, train_data$V149, train_data$V152, train_data$V154, train_data$V179, train_data$V181, train_data$V189, train_data$V203, train_data$V210, train_data$V213, train_data$V216, train_data$V218, train_data$V234, train_data$V243, train_data$V309, train_data$V311, train_data$V323, train_data$V338, train_data$V382, train_data$V384, train_data$V405, train_data$V412, train_data$V415, train_data$V417, train_data$V424, train_data$V425, train_data$V434, train_data$V483)


then, I invoked this:

model = train(train_data$V1 ~ train_data$V50 + train_data$V66 + train_data$V325 + train_data$V426 + train_data$V28 + train_data$V44 + train_data$V75 + train_data$V111 + train_data$V128 + train_data$V149 + train_data$V152 + train_data$V154 + train_data$V179 + train_data$V181 + train_data$V189 + train_data$V203 + train_data$V210 + train_data$V213 + train_data$V216 + train_data$V218 + train_data$V234 + train_data$V243 + train_data$V309 + train_data$V311 + train_data$V323 + train_data$V338 + train_data$V382 + train_data$V384 + train_data$V405 + train_data$V412 + train_data$V415 + train_data$V417 + train_data$V424 + train_data$V425 + train_data$V434 + train_data$V483,
               dat,
               method='nnet',
               linout=TRUE,
               trace = FALSE)
ps = predict(model, dat)


if you check the result, ps, you find that most values are the same:

606 are -0.2158001115381
346 are 0.364988437287819

the rest of the 1000 values are very close to these two, the whole thing is this:

just 1 is -0.10
   1  is -0.14
   1  is -0.17
   1  is -0.18
   3  is -0.20
 617 are -0.21
   1  is 0.195
   1  is 0.359
   1  is 0.360
   1  is 0.362
   2  is 0.363
 370  are 0.364

, so I just converged all negative values to -1 and all positive values to 1 (let's assume is propensity not to buy or to buy), and then I found that 380 rows were negative when the original value to be predicted was -1 (499 rows), that is, a success percentage of 76 pct

only 257 values were positive when the original values were positive (success rate of 257/501 = 51.3pct)

the combined success rate in predicting the response variable values is a bit above 63%, which is above the value we aimed at, 54pct

---
now, I tried with the second data set, test_data (the second 1000 rows)

negative values when original response value was negative too:
          success rate is 453/501 = .90419

impressive?  See how disappointing is this:

positive values when original response value was positive too:
          success rate is 123/499 = .24649

the combined success rate is about 57pct, which is barely above the mark

---
do I trust my own method?

of course not, I would get all previous consumer surveys (buy/not buy) my company had in the files and then I will check if I can get a success rate at or above 57pct (which to me is too low, to say nothing of 54pct)

for the time and effort I spent maybe I should have tossed an electronic coin, with a bit of luck you can get a bit above 50pct success     : - )

maybe to prevent this they chose 54pct, since in 1000 runs you could be very well near 50pct

---
refinement, or "If we had all the time of the world..."

since I got enough free time, I tried this (same dat data frame):

model = train(train_data$V1 ~ log(train_data$V50) + log(train_data$V66) + log(train_data$V325) + log(train_data$V426) + log(train_data$V28) + log(train_data$V44) + log(train_data$V75) + log(train_data$V111) + log(train_data$V128) + log(train_data$V149) + log(train_data$V152) + log(train_data$V154) + log(train_data$V179) + log(train_data$V181) + log(train_data$V189) + log(train_data$V203) + log(train_data$V210) + log(train_data$V213) + log(train_data$V216) + log(train_data$V218) + log(train_data$V234) + log(train_data$V243) + log(train_data$V309) + log(train_data$V311) + log(train_data$V323) + log(train_data$V338) + log(train_data$V382) + log(train_data$V384) + log(train_data$V405) + log(train_data$V412) + log(train_data$V415) + log(train_data$V417) + log(train_data$V424) + log(train_data$V425) + log(train_data$V434) + log(train_data$V483),
               dat,
               method='nnet',
               linout=TRUE,
               trace = FALSE)
ps = predict(model, dat)

negative values when original response value was negative too: .7

positive values when original response value was positive too: .69

combined success rate: 69.4pct

# now we try with the other 1000 values:
[same dat data frame, but using test_data instead of train_data]

model = train(test_data$V1 ~ log(test_data$V50) + log(test_data$V66) + log(test_data$V325) + log(test_data$V426) + log(test_data$V28) + log(test_data$V44) + log(test_data$V75) + log(test_data$V111) + log(test_data$V128) + log(test_data$V149) + log(test_data$V152) + log(test_data$V154) + log(test_data$V179) + log(test_data$V181) + log(test_data$V189) + log(test_data$V203) + log(test_data$V210) + log(test_data$V213) + log(test_data$V216) + log(test_data$V218) + log(test_data$V234) + log(test_data$V243) + log(test_data$V309) + log(test_data$V311) + log(test_data$V323) + log(test_data$V338) + log(test_data$V382) + log(test_data$V384) + log(test_data$V405) + log(test_data$V412) + log(test_data$V415) + log(test_data$V417) + log(test_data$V424) + log(test_data$V425) + log(test_data$V434) + log(test_data$V483),
               dat,
               method='nnet',
               linout=TRUE,
               trace = FALSE)
ps = predict(model, dat)


negative values when original response value was negative too:
          success rate is 322/499 = .645

positive values when original response value was positive too:
          success rate is 307/501 = .612

combined success rate: 62.9pct

other things I tried failed -- if we had all the time of the world we could try other possibilities and get better results... or not

you'll tell me if you can reproduce the results, which are clearly above the 54pct mark

Wednesday, April 17, 2013

CPSS: Implementation monitoring of standards

Implementation monitoring of standards
CPSS, Apr 17, 2013
http://www.bis.org/cpss/cpssinfo2_5.htm

The Committee on Payment and Settlement Systems (CPSS) and the International Organization of Securities Commissions (IOSCO) have started the process of monitoring implementation of the Principles for financial market infrastructures (the PFMIs). The PFMIs are international standards for payment, clearing and settlement systems, including central counterparties, and trade repositories. They are designed to ensure that the infrastructure supporting global financial markets is robust and well placed to withstand financial shocks. The PFMIs were issued by CPSS-IOSCO in April 2012 and jurisdictions around the world are currently in the process of implementing them into their regulatory frameworks to foster the safety, efficiency and resilience of their financial market infrastructures (FMIs).

Full, timely and consistent implementation of the PFMIs is fundamental to ensuring the safety, soundness and efficiency of key FMIs and for supporting the resilience of the global financial system. In addition, the PFMIs play an important part in the G20's mandate that all standardised over-the-counter (OTC) derivatives should be centrally cleared. Global central clearing requirements reinforce the importance of strong safeguards and consistent oversight of derivatives central counterparties (CCPs) in particular. CPSS and IOSCO members are committed to adopt the principles and responsibilities contained in the PFMIs in line with the G20 and Financial Stability Board (FSB) expectations.

Scope of the assessments

The implementation monitoring will cover the implementation of the principles contained in the PFMIs as well as responsibilities A to E. Reviews will be carried out in stages, assessing first whether a jurisdiction has completed the process of adopting the legislation and other policies that will enable it to implement the principles and responsibilities and subsequently whether these changes are complete and consistent with the principles and responsibilities. Assessments will also examine consistency in the outcomes of implementation of the principles by FMIs and implementation of the responsibilities by authorities. The results of the assessments will be published on both CPSS and IOSCO websites.

Jurisdictional coverage - The assessments will cover the following jurisdictions: Argentina, Australia, Belgium, Brazil Canada, Chile, China, European Union, France, Germany, Hong Kong SAR, Indonesia, India, Italy, Japan, Korea, Mexico, Netherlands, Russia, Saudi Arabia, Singapore, South Africa, Spain, Sweden, Switzerland, Turkey, United Kingdom and United States.  The jurisdictional coverage reflects, among other factors, the importance of the PFMIs to the G20 mandate for central clearing of OTC derivatives and the need to ensure robust risk management by CCPs.

Types of FMI - In many jurisdictions, the framework for regulation, supervision and oversight is different for each type of financial market infrastructure (FMI). Whilst initial overall assessments will cover the regulation changes necessary for all types of FMIs, further thematic assessments (assessing the consistency of implementation) are likely to focus on OTC derivatives CCPs and TRs, given their importance for the successful completion of the G20 commitments regarding central clearing and transparency for derivatives products. Prioritising OTC derivatives CCPs and TRs will help ensure timely initial reporting given that most jurisdictions have made most progress in implementing reforms for these sectors.


Timing

A first assessment is currently underway examining whether jurisdictions have made regulatory changes that reflect the principles and responsibilities in the PFMI. Results of this assessment are due to be published in the third quarter of 2013. 

Saturday, April 13, 2013

BCBS: Monitoring tools for intraday liquidity management - final document

BCBS: Monitoring tools for intraday liquidity management - final document
April 2013
http://www.bis.org/publ/bcbs248.htm

This document is the final version of the Committee's Monitoring tools for intraday liquidity management. It was developed in consultation with the Committee on Payment and Settlement Systems to enable banking supervisors to better monitor a bank's management of intraday liquidity risk and its ability to meet payment and settlement obligations on a timely basis. Over time, the tools will also provide supervisors with a better understanding of banks' payment and settlement behaviour.

The framework includes:
  • the detailed design of the monitoring tools for a bank's intraday liquidity risk;
  • stress scenarios;
  • key application issues; and
  • the reporting regime.
Management of intraday liquidity risk forms a key element of a bank's overall liquidity risk management framework. As such, the set of seven quantitative monitoring tools will complement the qualitative guidance on intraday liquidity management set out in the Basel Committee's 2008 Principles for Sound Liquidity Risk Management and Supervision. It is important to note that the tools are being introduced for monitoring purposes only and that internationally active banks will be required to apply them. National supervisors will determine the extent to which the tools apply to non-internationally active banks within their jurisdictions.

Basel III: The Liquidity Coverage Ratio and liquidity risk monitoring tools (January 2013), which sets out one of the Committee's key reforms to strengthen global liquidity regulations does not include intraday liquidity within its calibration. The reporting of the monitoring tools will commence on a monthly basis from 1 January 2015 to coincide with the implementation of the LCR reporting requirements.

 An earlier version of the framework of monitoring tools was issued for consultation in July 2012. The Committee wishes to thank those who provided feedback and comments as these were instrumental in revising and finalising the monitoring tools.

Authorities' access to trade repository data - consultative report

CPSS: Authorities' access to trade repository data - consultative report
April 2013
www.bis.org/publ/cpss108.htm

The consultative report Authorities' access to trade repository data was published for public comment on 11 April 2013. 

Trade repositories (TRs) are entities that maintain a centralised electronic record of over-the-counter (OTC) derivatives transaction data. TRs will play a key role in increasing transparency in the OTC derivatives markets by improving the availability of data to authorities and the public in a manner that supports the proper handling and use of the data. For a broad range of authorities and official international financial institutions, it is essential to be able to access the data needed to fulfil their respective mandates while maintaining the confidentiality of the data pursuant to the laws of relevant jurisdictions.

The purpose of the report is to provide guidance to TRs and authorities on the principles that should guide authorities' access to data held in TRs for typical and non-typical data requests. The report also sets out possible approaches to addressing confidentiality concerns and access constraints. Accompanying the report is a cover note that lists the specific related issues for comment.
Comments should be sent by 10 May 2013 to both the CPSS secretariat (cpss@bis.org) and the IOSCO secretariat (accessdata@iosco.org). The comments will be published on the websites of the BIS and IOSCO unless commentators have requested otherwise.

Thursday, April 11, 2013

Market-Based Structural Top-Down Stress Tests of the Banking System. By Jorge Chan-Lau

Market-Based Structural Top-Down Stress Tests of the Banking System. By Jorge Chan-Lau
IMF Working Paper No. 13/88
April 10, 2013
http://www.imf.org/external/pubs/cat/longres.aspx?sk=40468.0

Summary: Despite increased need for top-down stress tests of financial institutions, performing them is challenging owing to the absence of granular information on banks’ trading and loan portfolios. To deal with these data shortcomings, this paper presents a market-based structural top-down stress testing methodology that relies in market-based measures of a bank's probability of default and structural models of default risk to infer the capital losses they could experience in stress scenarios. As an illustration, the methodology is applied to a set of banks in an advanced emerging market economy.

Tuesday, April 2, 2013

Regulators Let Big Banks Look Safer Than They Are. By Sheila Bair

Regulators Let Big Banks Look Safer Than They Are. By Sheila Bair
The Wall Street Journal, April 2, 2013, on page A13
http://online.wsj.com/article/SB10001424127887323415304578370703145206368.html

The recent Senate report on the J.P. Morgan Chase "London Whale" trading debacle revealed emails, telephone conversations and other evidence of how Chase managers manipulated their internal risk models to boost the bank's regulatory capital ratios. Risk models are common and certainly not illegal. Nevertheless, their use in bolstering a bank's capital ratios can give the public a false sense of security about the stability of the nation's largest financial institutions.

Capital ratios (also called capital adequacy ratios) reflect the percentage of a bank's assets that are funded with equity and are a key barometer of the institution's financial strength—they measure the bank's ability to absorb losses and still remain solvent. This should be a simple measure, but it isn't. That's because regulators allow banks to use a process called "risk weighting," which allows them to raise their capital ratios by characterizing the assets they hold as "low risk."

For instance, as part of the Federal Reserve's recent stress test, the Bank of America reported to the Federal Reserve that its capital ratio is 11.4%. But that was a measure of the bank's common equity as a percentage of the assets it holds as weighted by their risk—which is much less than the value of these assets according to accounting rules. Take out the risk-weighting adjustment, and its capital ratio falls to 7.8%.

On average, the three big universal banking companies (J.P. Morgan Chase, Bank of America and Citigroup) risk-weight their assets at only 55% of their total assets. For every trillion dollars in accounting assets, these megabanks calculate their capital ratio as if the assets represented only $550 billion of risk.

As we learned during the 2008 financial crisis, financial models can be unreliable. Their assumptions about the risk of steep declines in housing prices were fatally flawed, causing catastrophic drops in the value of mortgage-backed securities. And now the London Whale episode has shown how capital regulations create incentives for even legitimate models to be manipulated.

According to the evidence compiled by the Senate Permanent Subcommittee on Investigations, the Chase staff was able to magically cut the risks of the Whale's trades in half. Of course, they also camouflaged the true dangers in those trades.

The ease with which models can be manipulated results in wildly divergent risk-weightings among banks with similar portfolios. Ironically, the government permits a bank to use its own internal models to help determine the riskiness of assets, such as securities and derivatives, which are held for trading—but not to determine the riskiness of good old-fashioned loans. The risk weights of loans are determined by regulation and generally subject to tougher capital treatment. As a result, financial institutions with large trading books can have less capital and still report higher capital ratios than traditional banks whose portfolios consist primarily of loans.

Compare, for instance, the risk-based ratios of Morgan Stanley, an investment bank that has struggled since the crisis, and U.S. Bancorp, a traditional commercial lender that has been one of the industry's best performers. According to the Fed's latest stress test, Morgan Stanley reported a risk-based capital ratio of nearly 14%; take out the risk weighting and its ratio drops to 7%. USB has a risk-based ratio of about 9%, virtually the same as its ratio on a non-risk weighted basis.

In the U.S. and most other countries, banks can also load up on their own country's government-backed debt and treat it as having zero risk. Many banks in distressed European nations have aggressively purchased their country's government debt to enhance their risk-based capital ratios.

In addition, if a bank buys the debt of another bank, it only needs to include 20% of the accounting value of those holdings for determining its capital requirements—but it must include 100% of the value of bonds of a commercial issuer. The rules governing capital ratios treat Citibank's debt as having one-fifth the risk of IBM's. In a financial system that is already far too interconnected, it defies reason that regulators give banks such strong capital incentives to invest in each other.

Regulators need to use a simple, effective ratio as the main determinant of a bank's capital strength and go back to the drawing board on risk-weighting assets. It does make sense to look at the riskiness of banks' assets in determining the adequacy of its capital. But the current rules are upside down, providing more generous treatment of derivatives trading than fully collateralized small-business lending.

The main argument megabanks advance against a tough capital ratio is that it would force them to raise more capital and hurt the economic recovery. But the megabanks aren't doing much new lending. Since the crisis, they have piled up excess reserves and expanded their securities and derivatives positions—where they get a capital break—while loans, which are subject to tougher capital rules, have remained nearly flat.

Though all banks have struggled to lend in the current environment, midsize banks, with their higher capital levels, have the strongest loan growth, and community banks do the lion's share of small-business lending. A strong capital ratio will reduce megabanks' incentives to trade instead of making loans. Over the long term, it will make these banks a more stable source of credit for the real economy and give them greater capacity to absorb unexpected losses. Bet on it, there will be future London Whale surprises, and the next one might not be so easy to harpoon.

Ms. Bair, the chairman of the Federal Deposit Insurance Corporation from 2006 to 2011, is the author of "Bull by the Horns: Fighting to Save Main Street From Wall Street and Wall Street From Itself" (Free Press, 2012).