“He has to live in the midst of the incomprehensible, which is detestable. And it has a fascination, too, which goes to work upon him. The fascination of the abomination--you know. Imagine the growing regrets, the longing to escape, the powerless disgust, the surrender, the hate.”
- Joseph Conrad, Heart of Darkness, Part 1
When a
government fails – whether due to warfare, failure to provide services, or
insolvency and cutbacks - the citizens of the country go through several psychological stages.
Unfortunately
I’ve witnessed these stages, and gone through them myself. I used
to enjoy off-the-beaten path travel and journeyed to places in transition such
as post-Soviet Central Asia in 1992 and
Central Africa in 1996 (inspiration
for the Heart of Darkness quote above and throughout today’s letter). The particulars of my experiences are too
lengthy and surreal to write about here, but suffice it to say, when the lights
go off, the bugs come out.
When a
government first falls – when the President flees the country or a brand new
group enters power – there is at first hope that business will continue as
usual. This represents the stage of denial.
In the second stage, as laws change or law and order break down
entirely, citizens enter a stage of paralysis. I saw this in the post office in Kisangani,
Zaire, where well-dressed postal workers came to work every day despite not
having been paid in 2 years and having no work to do. Paralyzed citizens protect valuable
possessions and listen to every rumor for signs of danger. Their indecision is broken when they realize that
inaction will cost them dearly, often leading to the third stage: disorganized panic and escape. They run away or, if they don’t have the
resources to run, they bunker down. In
the fourth stage, they become accustomed to the new order, either learning to
live as a refugee or accepting the
new authorities and laws (or the arbitrariness of the laws).
In Africa in
1996 I traveled from Uganda to Cameroon overland. In Zaire (now Congo) the government was
absent – warlords and bandits were
dividing the country. And when I was in the
Central African Republic, a rebel army
was camped outside the capital, regrouping for a second assault. Adventurous diamond and gold traders remained
in Zaire, despite the danger, buying up gold nuggets and uncut diamonds at
bargain-basement prices from local miners.
Nothing good came from those African failed states, which remain
troubled today, but those hardy entrepreneurs profited handsomely – if they
survived.
Bargains and Oligarchs
|
"I couldn't help asking him [Kurtz]
once what he meant by coming here at all. 'To make money, of course. What do
you think?' he said scornfully."
- Joseph Conrad, Heart of Darkness
In 1992 after the U.S.S.R. collapsed, prices collapsed with it. To my surprise and delight, in post-Soviet Central Asia I found I could eat as many delicious local dishes as I wanted and never spend more than $0.10 on food per day. I saw large hand-woven wool carpets in department stores priced at $50. And I was offered a smorgasbord of military hardware at tremendous discounts (a MIG fighter jet for $10,000, anyone? How about RPGs for $100 each?). When Communism fell, goods became exceptionally cheap. And this mispricing is how most Russian oligarchs made their fortunes, buying commodities at unadjusted Soviet prices and exporting them to Europe for global market prices.
In both
Africa and Central Asia I observed that government
instability drove out nervous investors.
The crazy and courageous who stayed behind, if they survived, profited
tremendously. Given these personal
experiences, it was incredibly exciting this week when our phenomenal new data scientist,
Changjie Liu, discovered the
powerful predictive nature of government instability, and other sentiments, in
our Country-level sentiment data.
Greater government instability reported in the media signals an
excellent opportunity for intrepid investors.
Analyzing
International Emotion
|
For some
background – if you follow us regularly you know that at MarketPsych we perform
semantic analysis on 2 million articles daily from social and news media. We have archives of such articles back to
1980 (1998 for the Thomson
Reuters MarketPsych Indices). Our software scans the content of each
article in the news and social media flow and quantifies sentiments expressed about specific companies and
locations. Beyond sentiment, we also
look for complex concepts such as GovernmentInstability and macroeconomic
themes such as MonetaryPolicyLooseVsTight
(a measure of easy versus tight monetary policy discussed in news and social
media). Several of the sentiments and
themes we track appear predictive of future stock market movement globally.
Extracting emotion about
different countries and locations from the business news is very difficult,
especially when dealing with a firehose of unstructured information. For example, we take special measures to
exclude travel, entertainment, sports and other business-irrelevant sentiments. Because all of the language we analyze is
English, we are often quantifying an English-language
cultural perspective on non-English-speaking countries.
In the Thomson Reuters
Indices we produce sentiment for the 120 most economically significant
countries. The sentiments we issue are
updated minutely. You can see the
sentiments available below:
Buy Fear, Sell Joy
|
In today’s
newsletter I describe a series of studies we performed on our country sentiment
data. The descriptions are informal, as
the research is still underway. We are
preparing a more formal research paper
to describe the findings in detail with methodology.
Note that
when I say “our” and “we” in this newsletter, I generally mean Changjie Liu and his semi-magical R
scripts. In our first study we analyzed
the 18 countries (for symmetry) with the top Buzz in the news over the past 14
years. We then tracked the return of the
major stock index of that country over the following year. The list of countries with top Buzz is similar
to expectations, as you can see in the list below:
For a given
year, we ranked sentiment in each country for the year and went long the top 4
and short the bottom 4 for the ranked sentiment (Joy is inverted below). Several sentiments stood out, in particular
Joy, Fear, Government Instability, and MonetaryPolicyLooseVsTight. For the sake of brevity I will focus on those
in the remainder of this newsletter.
The below
chart on the left indicates a 3-fold
return from 1999 to June 2012 using a strategy that shorts the stock
indexes of the 4 countries with the highest Joy and buys the 4 with the lowest
Joy. We see 10-fold returns if one buys the highest government instability and
shorts those with the lowest government instability.
Lesson to
international investors so far? Buy
national unhappiness (low Joy) and GovernmentInstability, short Joy and
government stability.
Note that our
FinancialSystemInstability variable
did not correlate strongly with returns, but our GovernmentAnger, RegimeChange, and ElectionSentiment (inverted)
variables had correlations similar to GovernmentInstability.
These returns
were interesting, and we wanted to establish their stability, so we also looked
at arbitraging the top 2 vs bottom 2 and top 6 vs bottom 6. See those results below for
GovernmentInstability:
There was
also a concern that perhaps the same countries were appearing on
GovernmentInstability (e.g., Pakistan), and thus biasing the sample. In fact, there were almost no countries
remaining at the extremes of one of the ranking list over the entire 14 year period. For Joy we see Italy and Spain dominating the
high list, but for low, we don’t see as much consistency overall. Generally speaking, several countries and
regions go into and out of the rotation for both the top and bottom groups,
which supports sentiment as an independent region and country-selection tool.
We then
examined stability of returns for the group of Countries with the largest Buzz
over the past year, and we found better returns. Buzz – a proxy for investor attention –
appear to itself be a useful variable for improving country selection.
When we
divided the group of countries into Developed vs Developing groups of nations,
we continued to see return consistency.
Also we see consistency for a group of European countries only. In fact, Joy led to much higher returns in Europe
only. The below chart depicts Joy
arbitrage in the top 8 highest Buzz European countries, shorting the 2 with
highest Joy and buying the 2 with lowest Joy.
We also found
that dual-rankings of sentiments led to more stable, and still very good, performance:
We also
looked at past stock index return. There
is a powerful mean-reversion effect of past one-year country returns, and
arbitraging past return would earn a 5-fold return over our study period. Fortunately, we found that this effect is independent
(for most TRMI) from our sentiment strategies.
There is an
interesting philosophical issue with Monetary Policy. We see that a combination of high Joy and
easy Monetary policy leads to greater underperformance. Perhaps Joy is a proxy for overconfidence that
leads to profligate spending and excessively low interest rates. I hate to be the wet blanket, but national
economic Joy may be good for politicians, but ultimately backfires for
investors.
Because we
found such high returns in high returns prompted some questions, such as, are
we losing money to interest rate or currency differentials? We figure a currency hedge can take care of
currency risk, but interest rate risk remains.
We will continue to explore the practicalities of implementing this
strategy, and we will soon have a website displaying global investment risk by
country based on news flow sentiment.
Stay tuned…
2012 Global Sentiment
|
In case
you’re interested in playing with or implementing such strategies for yourself,
please get in touch with Thomson Reuters (or me) to check out a trial of our data.
Below are two
depictions of 2012 sentiment generated by our Chief Data Scientist, Aleksander
Fafula. The first map represents Joy
extracted from social media. Darker
countries have higher variable values. I’m
not sure what is happening in Morocco, but it must be really good. White countries have no data available in the
TRMI.
Below is
GovernmentInstability reflected in news flow for 2012:
Global Emotional
Arbitrage
|
"[Kurtz] declared he would shoot
me unless I gave him the ivory and then cleared out of the country, because he
could do so, and had a fancy for it, and there was nothing on earth to prevent
him killing whom he jolly well pleased."
- Joseph Conrad, Heart of Darkness
- Joseph Conrad, Heart of Darkness
During my travels in Zaire,
besides learning the basics of how to grade raw diamonds and out-bluff gunmen,
I learned that intrepid investors find the best opportunities in places where authority is fragile or non-existent and darkness (low Joy) is endemic.
You may invest in these countries, but don’t forget your bodyguard.
Of course,
there are risks to investing in unstable places. But it is the human tendency to catastrophize
– to exaggerate risks beyond their actual danger – that makes these risks so
lucrative for enterprising investors.
Is global
sentiment predictably driving investment flows around the world? We believe our data confirms this –
English-language news loaded with frightening
topics (like government instability) is driving investment flows away from
areas where investment would be best allocated.
Our
investigations are ongoing, and we will send a link to our white paper and a global investment
risk map when it is ready. Next
newsletter we will name the top and bottom 2 countries for buying and shorting
in 2013. Stay tuned…
Housekeeping and
Closing
|
We launched the Thomson Reuters
MarketPsych Indices for
monitoring market psychology for 30 currencies, 50 commodities, 120 countries,
and 40 equity sectors and industries in social and news media.
We have a number of Spring 2013 speaking engagements in New
York, London, Toronto, San Francisco and Boston – we look forward to seeing our
friends in those cities!
We love to chat with our readers about their experience with
psychology in the markets - we look forward to hearing from you! We especially love interesting stories or
your or others experiences.
We have speaking
and training availability. Please contact Derek Sweeney at
the Sweeney
Agency to book us: [email protected],
+1-866-727-7555
Happy Investing!
Richard L. Peterson, M.D. and The MarketPsych
Team
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