Showing posts with label forbes. Show all posts
Showing posts with label forbes. Show all posts

Friday, 8 May 2015

This Earth Day, Let's Start Using Analytics To Conserve Energy

Leadership 2,660 views

 


 
By Brad Gammons, IBM
As we mark Earth Day 2015 today, consider:
  • Global energy use is projected to skyrocket 53 percent by 2035, according to the U.S. Energy Information Administration (EIA).
  • The EIA also reports subsidies for renewable energy sources could reach $250 billion by 2035, with half of the new capacity on the grid expected to come from clean energy.
  • Meantime, the average energy bill will jump by a whopping 400 percent by 2050 if smart grids aren’t deployed — or by 50 percent if they are, according to the Electric Power Research Institute.
The success of new energy projects relies on one crucial skill: the ability to derive insights from massive amounts of rapidly changing data. That’s why utilities and energy companies are adopting analytics to meet the rising demand for renewable energy from more sophisticated customers.
earth day
Energy and utility organizations need to transform and rethink how they best use their operations and networks. They need to assume the role of energy integrator by effectively joining traditional and alternative energy sources, while delivering an engaging mobile and social customer experience. Smarter energy systems could cut billions in operating costs, slash the need to build more capacity, help detect and respond to problems more quickly and integrate electric vehicles and renewable energy more effectively onto the grid.
Some utility companies have already started using analytics to unlock the patterns and correlations hidden in the data to apply new insights to improve their operations. By applying advanced analytics to smart metering, asset management and operational data, utilities can develop forecasting models, have better insight into asset health and risks, and deploy their workforce faster to address issues.
For these reasons, my company has launched a new cloud-based analytics foundation for energy and utility companies, called the IBM Insights Foundation for Energy. The software provides a single view of analytics across an organization and visual insights to provide energy companies new tools to increase the efficiency of network operations and maintenance to benefit consumers.
Analytics delivered on the cloud can help energy companies capture what their workers know and augment that knowledge to generate conclusions and recommendations based on data.
By using built-in analytics, utilities can see comprehensive information about each of their assets, such as history, maintenance records and operating condition data. This information can be combined in new ways to provide insights to help improve planning, construction, operations and maintenance practices. Such innovations will help utilities shift from traditional and costly time-based asset management, where network repairs are done on schedule regardless of how much useful life is left in an asset, to a more informed reliability-based approach of making repairs when they are actually needed.

While not obvious to a casual observer, the utility industry has always relied heavily on technology. In fact, utility and energy companies were some of the early pioneers in use of the Internet of Things, communications networks, and large-scale customer information and billing systems. Use of big data and analytics to lower costs and provide better customer service means that applications that were once impossible to imagine are now possible to provde.. The trend of using big data is only the beginning of further transformation for utilities and energy companies.
Brad Gammons is General Manager of the Energy & Utilities Industry at IBM.
There is a new way to work, and it’s made with IBM. Learn more at ibm.com/madewithibm or join the conversation at #MadeWithIBM.

Saturday, 6 April 2013

Bitcoin Obliterates "The State Theory Of Money"

Dansk: Knapp. Svenska: Georg Friedrich Knapp.
4/03/2013 @ 1:19PM 

The Article below is from Forbes, and authored by John Matonis



Once you get past the childish title, the recent bitcoin piece from Karl Denninger raises some issues that warrant consideration from bitcoin economists. Denninger is an intelligent student of the capital markets and his essay deserves a serious reply.
The economic contribution of his essay is that it represents the thesis advanced by German economist Georg Friedrich Knapp in The State Theory of Money (1924), an expose advocating the Chartalist approach to monetary theory claiming that money must have no intrinsic value and strictly be used as tokens issued by the government, or fiat money. Today, modern-day chartalists are from the school of thought known as Modern Monetary Theory (MMT).
Without getting into the intrinsic value debate, this is where I strongly depart from Denninger, because if we accept the thesis that all money is a universal mass illusion, then a market-based illusion can be just as valid or more valid than a State-controlled illusion. What Denninger and Greenbackers and MMT supporters reject is the notion that monetary illusions themselves are a competitive marketplace, falsely believing that only the State is in a ‘special’ position to confer legitimacy in monetary matters.
Regarding this issue of State-sanctioned legitimacy, bitcoin as a cryptographic unit seeks and gains legitimacy through the free and open marketplace. It is not a governmental instrument of legal tender that requires regulatory legitimacy and coercion by law in order to gain acceptance.
Therefore, the path to widespread adoption of bitcoin hinges on three primary market-based developments: (a) robust and liquid global exchanges similar to national currencies that can offer risk management via futures and options, (b) more user-friendly applications that mask the complexities of cryptography from users and merchants, and (c) a paradigm shift towards “closing the loop” such as receiving source payments and wages in bitcoin to eliminate the need for conversion from or to national fiat.
Even after graciously accepting Denninger’s definition of what the ideal currency would be (which I don’t) and searching for any economic nuggets of value, his arguments can be distilled into four main criticisms of bitcoin as a monetary instrument. First, bitcoin does not provide cash-like anonymity. Second, bitcoin transactions take too long for confirmations to be useful in everyday transactions. Third, bitcoin exhibits irreversible entropy.  Fourth, the decoupling of the stateless bitcoin from the obligation of monetary sovereigns is considered a fatal weakness.
Now that we identified the objections, let’s take these in order.
On the first point surrounding bitcoin anonymity, Denninger only embarrasses himself with this criticism. By default, bitcoin may not offer anonymity and untraceability like our paper cash today, but it is better described as user-defined anonymity because the decision to reveal identity and usage patterns resides solely with the bitcoin user. This is far superior to a situation where users of a currency are relegated to seeking permission for their financial privacy which is typically denied by the monetary and financial overlords. Also, his capital gains tax issue is a non-starter because it’s a byproduct of a monopoly over money.
His second criticism of a lack of utility in the ‘goods and service preference’ due to timing of sufficient block chain confirmations has some merit. However, advances have been made in the use of green addressing techniques that solve the confirmation delay problem by utilizing special-purpose bitcoin addresses from parties trusted not to double spend.
Denniger’s third criticism that bitcoin exhibits irreversible entropy is confusing. Typically, entropy refers to a measure of the unavailable energy in a closed thermodynamic system that is also usually considered to be a measure of the system’s disorder. In the case of bitcoin, I suspect Denninger is taking it to mean the degradation of the matter in the universe because of his explicit comparison to gold. While it is true that bitcoins lost or forgotten are ultimately irretrievable, I view that as a feature not a bug because it is the prevailing trait of a digital bearer instrument. Two bitcoin digital attributes that make it superior to physical gold are its ability to create backups and its difficulty of confiscation. Furthermore, the number of spaces to the right of the decimal point (currently eight) is immaterial to bitcoin’s suitability as a monetary unit.
Now for the big and final one. Denninger asserts that monetary sovereign issuers possess not only the privilege, but the obligation, of seigniorage, which Denninger refers to as bi-directional since sovereigns have the responsibility of maintaining a stable price level during times of both economic expansion and economic contraction. As a product of Hayekian free choice in currency, market-based bitcoin is decentralized by nature and poses a false comparison to the century-old practice of central bank monetary manipulation. Fear not deflation.
Governments have appropriated the monetary unit for their own benefit by declaring it the only preferred monetary unit for payment of taxes to the State. Believing that governments have sincere and good intentions in administering the monetary system is akin to believing in fairy tales. Control of the monetary system serves one and only one interest — the unlimited expansion of the sovereign’s spending activity to the detriment of the unfortunate users of that monetary unit. Decentralized Bitcoin obliterates this sad state of affairs.
Denninger’s biased and establishment preference for a monetary sovereign serves only to harm his analysis because it undeniably closes him off from alternative, and usually superior, free-market monetary arrangements. More damaging, however, is the fact that it places him outside of the mainstream in free banking circles and squanders his remaining quasi-libertarian credibility as a champion of markets.



Friday, 9 November 2012

Money Growth Does Not Cause Inflation!

 


The following article is by John  T. Harvey, a noted economist
 
 
It is conventional wisdom that printing more money causes inflation. This is why we are seeing so many warnings today of how Quantitative Easing I and II and the federal government’s deficit are about to lead to skyrocketing prices. The only problem is, it’s not true. That’s not how inflation works. Hence, this is yet another of the false alarms being raised (along with the need to balance the budget) that is preventing us from doing what we need to do to recover from the worse recession since the Great Depression.
Explaining inflation would be much simpler if not for the need to first spend so much time debunking the popular view. But, that’s the way it is. And so, let me start with the “money growth ==> inflation” view. This is based on the equation of exchange:
MV = Py
where M is equal to the supply of money, V the velocity of money (or the average number of times each dollar bill is spent), P the average price of goods and services, and y the total quantity of all goods and services sold during the time period in question. Thus, if there were 100 goods and services that sold for $10 each (on average), then that means a total of $1000-worth of transactions took place. Were there 200 one-dollar bills in this economy, then it must be that each was used 5 times (hence the “velocity” of money, or how fast they were spent again).
MV = Py
200 x 5 = 10 x 100
It is important to note here that the above is not the least bit controversial. No economist disagrees with the basic equation MV=Py. The arguments arise when additional assumptions are made regarding the nature of the individual variables. For example, this is what is assumed in the “money growth==>inflation” view:

M: That which is money is easily defined and identified and only the central bank can affect it’s supply, which it can do with autonomy and precision.
V: The velocity of money is related to people’s habits and the structure of the financial system. It is, therefore, relatively constant.
P: The economy is so competitive that neither firms nor workers are free to change what they charge for their goods and services without there having been a change in the underlying forces driving supply and demand in their market.
y: The economy automatically tends towards full employment and thus y (the existing volume of goods and services) is as large as it can be at any given moment (although it grows over time).
Now let’s go through an example, recalling the mathematical example from above:
MV = Py
200 x 5 = 10 x 100
Consider the assumptions made regarding each of the variables. P can’t change on it’s own, y is already as large as it can possibly be given current technology and resources, and V is constant. Only M can change in the short run and it must therefore logically be the starting point of any fluctuation we introduce. Furthermore, according to our assumptions, the central bank has the power to (for example) double the money supply at will. In Milton Friedman’s example from “The Optimum Quantity of Money,” a helicopter is used to accomplish this. Now what happens?

MV = Py
400 x 5 > 10 x 100
There is clearly a problem here which could be solved in one of three ways (assuming we don’t just lower M back to 200): 1) y could rise to 200, but of course it can’t because it’s already at its maximum; 2) V could fall to 2.5, but it is constant (something Friedman takes pains to emphasize in the original article); or 3) P could rise to 20. It is of course the third that proponents of the “money growth==>inflation” view say will occur.
MV = Py
400 x 5 = 20 x 100
Equality again!
Let me reemphasize why this is the only logical outcome. We have assumed that y and V are constant. Friedman says that y is constant at the level associated with the natural rate of unemployment, while V is indirectly related to agents’ demand for cash. When people want to hold more cash, V, the rate at which they spend cash, naturally falls, and vice versa. But, Friedman further specifies that V is relatively constant and so, therefore, is the demand for cash. Thus, when the central bank raised the supply of cash from 200 to 400, this meant that people were holding more cash than they wished to have in their portfolios. The Fed had created a situation in which the supply of money (newly raised) exceeded the demand (still at the original level). The result was that people, in the language of the “money growth==>inflation” view, rid themselves of excess money balances by spending that cash. They hoped to buy more goods and services but since, in aggregate, more did not exist, they only bid up their prices: money growth led to inflation.
This is this standard view. It makes for a great lecture in an intro or even intermediate macro class and I’ve done it many times (in fact, I just did it this week in my summer course). But the problem is that after the course is over, people only remember this:
increase M ==> increase P
What they don’t recollect are all the assumptions we made to get there! And not only are some questionable, they are downright inconsistent with other lectures we make in the very same class.
Take for example y. One need only look out the window to see that it is not currently at the full-employment and therefore maximum level. Hence, given this scenario:
MV = Py
400 x 5 > 10 x 100
there is no reason that this could not lead to the rise in y shown below as those spending their “excess money balances” actually cause entrepreneurs to raise output to meet the new demand:
MV = Py
400 x 5 = 10 x 200
This is, of course, the goal of the government deficit spending that so many economically-ignorant people are trying to stop right now.
In addition, there is a great deal of evidence that the velocity of money IS NOT constant. As one would expect, it tends to decline in recessions when people do, in fact, want to hold more cash. Hence, if we assume that the central bank undertakes the above policy during such a period (as we see today), the final result might be this:
MV = Py
400 x 2.5 = 10 x 100
Or it could be some combination of a rise in y and a fall in V–this would make perfect economic sense. Notice how the process of making the initial assumptions of this approach more realistic is making it far from certain that a rise in M leads to a rise in P, particularly during an economic downturn
But that’s not the worst of it. There is actually a much more fundamental problem with the “money growth==>inflation” approach. Recall the original assumptions for M:

M: That which is money is easily defined and identified and only the central bank can affect it’s supply, which it can do with autonomy and precision.
What is “money” in a modern, credit-based financial system? Is it that stuff you carry in your pocket, the 1′s and 0′s of the electronic entries in your bank account, the available balance on your credit card, your checking account, your savings account? In practice, this question is so difficult to answer that economists actually offer several possible definitions, just in case! Suffice it to say that for present purposes, the idea that we can precisely identify the current “supply of money” in our economy is suspect. This by itself causes problems for operationalizing the above equation.
To make matters worse, the financial sector can create and destroy money without direct action by the central bank. Every time a loan is made, the supply of money increases. The bank is creating money out of thin air, with only a fraction of the total necessary to have already been in the vault as reserves. And when loans are repaid or there are defaults, the supply of money contracts. Hence, the private sector has a great deal of control over M.
But perhaps the real nail in the coffin of the “money growth==>inflation” view is this: the phenomenon that Milton Friedman identifies as key to the whole process, i.e., the excess of the money supply over money demand, cannot happen in real life. The irony here is that something else we already cover in the intro macro class makes this evident. How is it that the Federal Reserve increases the money supply? Remember that Friedman used a helicopter–indeed, he had to, for there was no other way to make the example work. This wasn’t just a simplifying device, it was critical, for it allowed the central bank to raise the money supply despite the wishes of the public. However, that can’t happen in the real world because the actual mechanisms available are Fed purchases of government debt from the public, Fed loans to banks through the discount window, or Fed adjustment of reserve requirements so that the banks can make more loans from the same volume of deposits. All of these can raise M, but, not a single solitary one of them can occur without the conscious and voluntary cooperation of a private sector agent. You cannot force anyone to sell a Treasury Bill in exchange for new cash; you cannot force a private bank to accept a loan from the Fed; and private banks cannot force their customers to accept loans. Supplying money is like supplying haircuts: you can’t do it unless a corresponding demand exists.
The bottom line is that the “money growth==>inflation” view makes perfect sense in some alternate universe where all those assumptions regarding the variables DO hold, but not here, not today, not in the United States of America in 2011. That’s not how it works. It’s a damn shame, I know, because it’s so simple and intuitively appealing and it would make controlling inflation really simple. But, if we are to develop useful policies then we need a model better suited to the way the modern financial system works.
There’s no reason to throw the baby out with the bath water, so let’s retain the equation. However, we need new assumptions with respect to M, V, P, and y:

M: A precise definition and identification of money is elusive in a modern, credit-money economy, and its volume can change either with or without direct central bank intervention. In addition, the monetary authority cannot raise the supply of money without the cooperation of the private sector. Because central banks almost always target interest rates (the price of holding cash) rather than the quantity of money, they tend to simply accommodate demands from banks. When private banks communicate that they need more reserves for loans and offer government debt to the Fed, the Fed buys it. It’s the private sector that is in the driver’s seat in this respect, not the central bank. The central bank’s impact is indirect and heavily dependent on what the rest of the economy is willing to do (which is, incidentally, why all the QE and QE II money is just sitting in bank vaults).
V: The velocity of money is, indeed, related to people’s behavior and the structure of the financial system, but there are discernable patterns. It is not constant even over the short run.
P: While it is true that factors like production bottlenecks can be a source of price movements, the economy is not so competitive that there are not firms or workers who find themselves able to manipulate the prices and wages they charge. The most important inflationary episode in recent history was the direct result of a cartel, i.e., OPEC, flexing its muscle. Asset price bubbles can also cause price increases (as they are now). The key here, however, is that P CAN be the initiating factor–in fact, it has to be, since M can’t.
y: The economy can and does come to rest at less-than-full employment. Hence, while it is possible for y to be at its maximum, it most certainly does not have to be.
A number of scenarios can be described based on this more realistic alternative and it would be nice to go through each. Unfortunately, as I suggested above, the big problem with this topic is that it takes to long just to reject the popular view! So, I’ll avoid the temptation to write a book here and offer just a quick example (maybe a future post can go over some other interesting possibilities).
As already mentioned, the most important inflationary episode in post-WWII history was that during the 1970s and early 1980s. From 1968 through 1972, consumer price inflation averaged 4.6%. Over the next ten years it was 7.5%. What happened? What caused this sudden and dramatic acceleration in prices? Did the Fed accidentally print too much money? As already explained, that can’t happen–you simply can’t raise the money supply above the demand. M did rise, however, and largely proportionally to the increase in P. This is a much more realistic story of those events.
As the price of oil skyrocketed, so costs of production rose for many, many US businesses. Because there is a lag between purchasing inputs and selling output, most firms have to borrow money (working capital) to bridge the gap. As the ripple effect of the OPEC price increases moved throughout the economy, the demand for cash by these businesses rose. Quite reasonably, private banks and the Fed did what they could to accommodate. These were fair requests on the part of US entrepreneurs. Loans were extended and government debt sold by the private sector to the central bank. This raised the supply of money. Therefore, the rising prices led to an increase in the supply of money and not the other way around. QE, QE II, and the federal government deficit cannot by themselves cause inflation.
And this is how it really works, at least until the Fed starts using helicopters for monetary policy.


http://www.forbes.com/sites/johntharvey/2011/05/14/money-growth-does-not-cause-inflation/


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