Wednesday, December 29, 2010

Downside Risk for the "New" GM


The new post-bailout, post-bankrupt GM has been generating some buzz on Wall Street this week. Yesterday, its stock jumped 2.8% in premarket trading after investment groups initiated coverage on the new stock. Credit Suisse gave the new GM an "Outperform" rating and a $43 per share price target (the stock was at 36.0 at the end of trading, see above). JP Morgan gave it an "Overweight" and a $44 price target while RBC Capital Markets set an "Outperform" rating. What should we think about this enthusiasm for "Government Motors." Is it just more "Irrational Exuberance"?
Let' s look at what history can tell us. In the time series above I've spliced together the old GM stock price history (MTLQQ.PK) with the new stock (GM) after the IPO in November. The red dotted line displays the one-step ahead predictions for the best fit model [1] to the stock trend. The best-fit model is a random walk, that is, today is like tomorrow except for random shocks! A "Random Walk Down Wall Street," indeed!
That's a surprise result for the world's largest multinational automaker, the engine of growth for the post-War U.S. economy [2]. The graph above shows a plot of the GM random walk model without the random shocks. Until mid-2005 (the beginning of the end?), the stock price did not stray far from it's initial value in the 1960s. What should we expect for the future?
"More of the same" would be a good guess. The graph above shows the random-walk forecast for 2011 with confidence intervals. What this shows is that any stock price between 10 and 50 is probable (within the 98% confidence interval for a random walk). The price targets from the investment groups seem a little more conservative. What's also interesting is that the investment houses don't talk about the downside risk.

My opinion: stocks that are random walks without even some observable drift are best left to the investment houses. Supposedly, the "smart money" can anticipate shocks and trigger events in ways that the average investor cannot. But, what do I know. I'm not even the 800-pound gorilla in the room!

[1] To find the best fit model, I used some statistical techniques to search among various candidate models ranging from business-as-usual models to models based on a broad index of secular and cyclical performance in the U.S. economy. None of these models fit any better than a random walk. The result doesn't mean that at some time in the future I won't find a model that outperforms the random walk.

[2] Some of the choppiness is due to stock splits. GM has had three stock splits since 1950, including a 2-for-1 split in October 1950, a 3-for-1 split in September 1955 and a 2-for-1 split in March 1989. The company has also adjusted its stock after spinning off subsidies such as Hughes and Delphi.

Monday, December 27, 2010

The Wizard of Oz Was A Fraud

The was a great Op-Ed piece in a recent NY Times by one of Bernie Madoff's investors (not many of them have, understandably, said much). Michael Kubin gives his hard-won lessons for investors:

Make sure the accountants are reputable, the results transparent, insist on meeting the managers in person. Keep in mind that risk and reward always travel together, that if something sounds too good to be true it usually is, that the law of gravity cannot be repealed, that you’re seldom warned the floor has just been waxed. Remember the Wizard of Oz was a phony.

Lesson learned! Unfortunately, the lessons were draw from the well-known words of Lord Polonius in the Tragedy of Hamlet:

And these few precepts in thy memory
See thou character. Give thy thoughts no tongue,
Nor any unproportioned thought his act.
Be thou familiar, but by no means vulgar.
Those friends thou hast, and their adoption tried,
Grapple them to thy soul with hoops of steel;
But do not dull thy palm with entertainment
Of each new-hatch'd, unfledged comrade. Beware
Of entrance to a quarrel, but being in,
Bear't that the opposed may beware of thee.
Give every man thy ear, but few thy voice;
Take each man's censure, but reserve thy judgment.
Costly thy habit as thy purse can buy,
But not express'd in fancy; rich, not gaudy;
For the apparel oft proclaims the man,
And they in France of the best rank and station
Are of a most select and generous chief in that.
Neither a borrower nor a lender be;
For loan oft loses both itself and friend,
And borrowing dulls the edge of husbandry.
This above all: to thine ownself be true,
And it must follow, as the night the day,
Thou canst not then be false to any man.
Farewell: my blessing season this in thee!
The 1939 movie The Wizard of Oz was, of course, made during the Great Depression.

Sunday, December 26, 2010

Global Warming: Why Are The Winters Getting Colder?

In today's NY Times, seasonal weather forecaster Judah Cohen explains (here) how the Earth system can warm at the same time that winters in the Northern Hemisphere (NH) become cooler. Cohen also points out some problems in long-term weather forecasts and the Global Circulation Models (GCMs) used to predict climate change.

Here's the causal explanation (see the directed graph on the right): Global warming increases Arctic sea ice melt. As the sea ice melts, more moisture is released into the atmosphere. More moisture means that there will be more snow in Siberia. As snow cover increases, more energy is reflected back to space (the Earth's albedo or "whiteness" increases and white objects reflect more energy).

As more energy is reflected back to space, an Arctic cold air dome forms over Siberia. The large dome of cold air shifts the jet stream from its normal West-to-East direction to a more North-South oscillation. As the Jet stream moves from North to South it acquires Southern moisture and pulls down Northern Canadian cold air (in the US).
The predictions from Cohen's model for the U.S. (displayed at right) show that the Northeastern U.S. was predicted to be colder than usual while the Southern U.S. was predicted to be warmer. The actual trends (lower graphic) were very close to the model's predictions.

Long-term weather forecasts are largely based on the El Nino/La Nina-Southern Oscillation (ENSO). Warming or cooling of the tropical Pacific Ocean on a five-year cycle cause weather disturbances for the entire planet. Since the oscillation is quasi-deterministic and since the effects of the oscillation on weather are known from historical data, long-term weather prediction is possible. The current long-term forecasts do not take into account Siberian snow fall and neither do the GCMs that are used to predict global warming. We can expect some improvements in forecasting and climate change predictions as ENSO and the Arctic snow cycle are better understood.

Friday, December 24, 2010

Expansion of Government: Federal Employment

In today's NY Times (here) Paul Krugman points out that Republican presidential candidates have made a campaign theme out of expansion of the Federal government and particularly the expansion of the federal workforce. The data [1] [2] and a naive forecast are displayed above (read a fact check of outgoing Minnesota governor Tim Pawlenty's numbers here).

Federal employment has actually been decreasing since the Vietnam War. The small expansion during 2010 was purely a result of the temporary employment of census workers. Unfortunately, the naive forecast above is not very realistic.
Federal employment is probably too low right now as shown by the forecast confidence intervals above. Given world military events, increasing threats to homeland security and increasing need for financial regulation based on the global financial crisis, there is nowhere to go but up for Federal employment. The expansion will be a continuing source of campaign rhetoric during the next presidential cycle.

[1] The data can be found here.

[2] Data comes from agency 113 monthly submissions and covers total end-of-year civilian employment of full-time permanent, temporary, part-time, and intermittent employees. Executive branch includes the Postal Service, and, beginning in 1970, includes various disadvantaged youth and worker-trainee programs. Uniformed Military Personnel data comes from the Department of Defense.Return to text

Thursday, December 23, 2010

EIA Projects Climate Catastrophe?


The US Energy Information Agency (EIA) published an early release of the 2011 Annual Energy Outlook (here). In the report, the EIA projects that energy-related CO2 emissions will grow by 16% from 2009 to 2035 to a level of 6.3 billion metric tons of carbon dioxide equivalent (1.7 GtC0). The non-skeptic climate blogs (here and here) are calling the projections a "catastrophe," except that the EIA projections are usually wrong (the EIA's own evaluations of their forecasts are here): (1) they assume the future will be like the past, (2) they don't model policy changes, (3) they underestimate the role of technology (reductions in emission intensity), and (4) have ignored the possible effects of peak oil.

To this list, I would add that the EIA published no confidence intervals with the projection (see my forecast with confidence intervals here). In a well-constructed model, the confidence intervals account for the probabilistic effects of unanticipated changes in the future. The factors that might avert catastrophe and can be anticipated, should be built into models (a brief and completely inadequate discussion of the IEO2010 models can be found here).

Even with anticipated future changes that might reduce carbon emissions, solutions based on policy wedges (here) require a "...staggering amount of effort by both private and public sectors" if we are to keep the economy growing while at the same time reducing carbon emissions. Reducing economic growth rates, which clearly in both the EIA and my own projections did happen as a result of the global financial crisis, would provide the breathing room to implement policy wedges.

Unfortunately, our only thought right now is to get out of the global financial crisis and return to a level of "robust economic growth" and, as a result, robust CO2 emissions.

Tuesday, December 21, 2010

Controlling Carbon Emissions

On November 10, 2010 Nature published an article updating CO2 emissions for the world. The article noted that "global CO2 emissions from fossil fuel burning decreased by 1.3% in 2009 owing to the global financial and economic crisis that started in 2008; this is half the decrease anticipated a year ago." In other words, if there is any doubt about the link between CO2 emissions and economic growth, the global financial crisis provided a natural experiment proving the link. It's very difficult (OK, impossible) to run experiments on the world system, so the result is an important finding.

The study goes on to note that once the global financial crisis is over, the economy is expected to resume growing (the IMF, here, expects the global economy to grow by 4.8% in 2010) and emitting at the same pace. The only hope for reducing carbon emissions then is to reduce the carbon intensity of the global economy, that is, quickly shift to low-carbon forms of energy (solar, wind, nuclear, etc.). To me, the shift seems unlikely (cars, buses, trucks and trains are unlikely to run on low-carbon fuel any time in the near future--even all-electric cars will run on energy from coal-fired power plants).

But, the global financial crisis may have been a blessing in disguise, at least for climate change. The time series graph above (the y-axis is CO2 emissions in PgC per year for fossil fuel burning and cement manufacturing) takes the new emission data from the Nature study and forecasts it out to 2020 assuming that the world economy grows by 4%. Although the financial bubble and collapse are clear from the data (and are predicted quite well by the model), the future growth of emission is relatively flat. Small reductions in economic growth would go a long way to stabilizing CO2 emissions. Experience with the financial bubble just might lead to more modest growth than the IMF anticipates. And, slower growth would provide some breathing room to reduce the carbon intensity of the global economy.

The Nature article also has updated analysis of the global carbon cycle. I'll analyze some of that in future posts.

Saturday, December 11, 2010

GM and Executive Compensation

GM CEO Dan Akerson in a speech to the Economic Club of Washington, D.C. complained that GM needed to increase it's level of executive compensation to retain top talent. This is at the same time that the Obama-McConnell compromise is promising tax cuts for wealthy Americans and Federal employees are being subjected to a compensation freeze.

Aside from demonstrating that Dan Akerson is not politically very adept, maybe he should wait until the current GM executive team (him included, who is making $9M/year) can demonstrate some results before bellying up to the compensation trough. My forecast for GM stock (above) does not predict a very bright future, at least through 2020.

Wednesday, December 8, 2010

What's Up With CNN?

CNN is having trouble filling their prime time spots. Retiring Larry King will be replaced by Piers Morgan and Campbell Brown was replaced by Parker-Spitzer, the later of which is reported to have stagnant ratings. At the same time, CNN has tried to inject some humor in their line up with "What The Week" (pictured above) hosted by stand-up comedian Pete Dominik and "Punchline" which features cuts from the late-night comedians (for example, here).

I'm not sure about CNN's commitment to comedy since neither of the comedy features are listed on the CNN web site. CNN might think about taking it's cues from the Daily Show and Colbert Nation. At the same time, they could skip all the cat-up-a-tree YouTube clips and other human-interest pieces that are neither news, funny nor interesting. Comedy has proved it can do all these things and get an audience.

Sunday, December 5, 2010

The Drunkard's Walk and the Moment of Truth

The National Commission on Fiscal Responsibility and Reform has finally issued their report on the U.S. Deficit, "The Moment of Truth". They are not the only ones trying to seize the moment. The Economic Policy Institute has issued its report "Investing in America's Economy: A Budget Blueprint for Economic Recovery and Fiscal Responsibility." And, the Bipartisan Policy Center has released its report "Restoring America's Future." There are enough recommendations in and questions raised by these reports to keep many policy analysts busy blogging for many years in the future. Before jumping into the issues, I'd like to put a stake in the ground.

What do we expect to see when we look at a historical time plot of the U.S. Deficit? If the deficit hawks are right, we should see the deficit increasing uncontrollably over time when, in fact, the deficit should always be zero. The Keynesian viewpoint is that we should see periods of deficits during recessions followed by periods of surplus during recoveries. In other words the deficit should be a drunkard's walk, randomly moving from surplus to deficit based on shocks to the economy. The only issue is the range of movement: conservatives think there should be very little, if not zero movement and liberals say it depends on economic conditions.

The first figure above, using data from the CBO, fits a random walk model to the U.S. deficit. Although the fit is not bad, it looks like the model is always "catching up" and missing the turning points. What is striking about the graphic is that the deficit "excursions" are increasing in amplitude: economic shocks getting worse, spending responses ("bailouts") and attempts to "stabilize an unstable economy" getting more desperate.
Both the conservative and Keynesian views miss seeing that the U.S. deficit is part of a system. During an economic downturn, there is a flight to quality. Investors want to unload their higher-risk investments for the safety of U.S. debt which is covered by the "full faith and credit" of the U.S. government. During normal times, purchasing U.S. debt allows country's with trade imbalances (e.g. China) to do something safe with their dollars.

When we add debt held by the public into the random walk model, the predicted fit is much better (second graphic above). For the U.S. deficit to exist, there has to be a counter-cyclical market for U.S. debt. The market is somewhat self-correcting. If investors don't want to purchase U.S. debt, the only other way to create a deficit (as is the case in many "debt crisis" countries) is to print money.

What does this all have to do with the common explanations for the U.S. deficit being repeated in the policy echo chamber? Is it those mandatory entitlement expenditures such as Social Security, Medicare and Medicaid that must be eliminated to eliminate the deficit? Is this a reasonable conclusion from the graphics and discussion above? Is it the entitlement programs or the shocks to an "unstable economy" that are driving the deficit? It all depends on the time path of the entitlement programs compared to the time path of the deficit, a topic I'l talk about in future posts.

Saturday, December 4, 2010

A Scientific Basis for Policy?

Wisconsin's newly elected Republican governor, Scott Walker, recently commented that


The phrase that caught my eye was "...ensuring decisions are based on objective science..." I wonder what that means? Walker, along with a lot of other Republican Governors, refers to the IPCC's attempt to present the scientific consensus on global warming as the work of "discredited scientists." Really? Walker wants to ban stem cell research conducted by, guess who, scientists. Walker vows to cancel a high-speed rail project between Milwaukee and Minneapolis, even though political scientists think cancellation will obviously take jobs out of the Wisconsin economy (Walker ran on a pro-growth platform claiming that he will create 10,000 business and 250,000 jobs over the next four years, really).

Up to this point, our governor-elect has proved himself a master of Orwellian doublethink. He has also promised to reorganize Wisconsin government. I wonder whether this will involve creating a Ministry of Truth?

Thursday, December 2, 2010

WikiLeaks, Private Manning and Information Sharing

Yesterday on CNN's Situation Room, Jeff Toobin commented that the release of 250,000 US Embassy Diplomatic Cables by WikiLeaks shows how information sharing (connecting the dots) has gone too far since 911.

Private Bradley Manning, whether he did or did not leak the documents, should never have had access to State Department diplomatic cables. Routine access to diplomatic cables is not needed by a low-level intelligence analyst stationed in Iraq. Secretary of Defense Gates said that "What this illustrates is the incredible amount of trust we place in even our most junior men and women in uniform." To quote one wag, "Trust But Verify".

Hopefully, Secretary Gates understands that the problem goes deeper than the platitudes. The US government's entire concept of "information sharing" is based on the bureaucratic mentality that everyone has to have access to all information for anyone to connect the dots. The idea, as I've discussed in prior posts, is faulty.

The first thing anyone needs to know is that there is information on a person or an event in some government system. That can be handled by a searchable index (see the use case graphic above, click to enlarge). Whether someone gets beyond the index to actual State Department cables, for example, should (1) depend on need to know, (2) be controlled by the agency that owns the data and (3) be carefully tracked and analyzed. Private Manning and every other junior man and women in uniform does not have a blanket need to know. Secretary Gates can' t seriously believe that they do.

Unfortunately and obviously, the information sharing systems in place today (such as DOD's and State Department's SIPR-net) cannot enforce need to know while allowing available information in all government systems to be connected. The systems are faulty because the underlying information sharing concept is flawed. Prosecuting Julian Assange and Bradley Manning, the preferred bureaucratic response, will not solve this problem.

Wednesday, December 1, 2010

Unemployment Insurance and Employment

Yesterday, the U.S. Senate rejected the Unemployment Insurance Stabilization Act of 2010 that would have continued unemployment benefits until January 2012. Evidently, Republicans first want the Bush era tax cuts extended for their wealthy constituents.

Aside from the naked class-based motivation for not also extending unemployment insurance (UI), what are the likely consequences of the Senate's action?

The graphic on the right summarizes the arguments (read more here, here, here, here, here, and here). The Great Recession created our current unemployment problem by reducing GDP growth. UI, enacted during the Great Depression, is one of the built-in stabilizers in the economy that allows employees to ride out brief economic downturns. UI also provides an immediate boost to consumption since the unemployed immediately spend what they receive in benefits.

The right-wing criticism of UI is that it reduces job search. Granting that there might be some small reduction in search activity due to UI (the data, however, show that UI actually increases job search), if the jobs are not there, it doesn't matter how hard one searches. Until the Great Recession is over, employment will continue to be depressed. And, the failure by the Senate to extend UI will only serve to prolong the Great Recession through a reduction in consumption.