BOOK SUMMARY 66 Fooled by Randomness
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Summary written by: Ingrid Urgolites
"We favor the visible, the embedded, the personal,
the narrated, and the tangible; we scorn the abstract. Everything good
(aesthetics, ethics) and wrong (Fooled by Randomness) seems to flow from
it."
- Fooled by Randomness, page 262
Nassim
Nicholas Taleb, Wall Street Trader and innovation catalyst, challenges
conventional logic with his discussion of probability from a more philosophical
than mathematical perspective in Fooled by Randomness. The
quote above is his axiom. His convincing argument is that we mistakenly
attribute hard work and skill to success or failure we experience and observe
instead of correctly identifying it as an instance of chance. When we maximize
our probability of success, it does not maximize our gains unless our strategy
includes protecting ourselves from a small chance of a large loss and betting
on a large chance of small wins. We oversimplify creating generalizations and
overlook anything we have not experienced. Some information we consider
important is just a distraction and distorts our perception. Also, knowing
where we get probability and how we can change our beliefs is more important
than having a sophisticated model.
Of the
many concepts worth practicing, I decided to touch on interpreting statistics
and the significance of probability. The Golden Egg illustrates the common
confusion between mean and median. This is one example of how we often
misinterpret statistics.
The Golden Egg
Understand Data Analysis
"Consider
that you have a very small number of poor people and the rest clustering around
the middle class. The mean will be lower than the median. Take a population of
10 people, 9 having a net worth of $30,000 and 1 having a net worth of $1,000.
The average net worth is $27,100 and 9 out of 10 people will have above average
wealth."- Fooled by Randomness, page 106
The
reverse is true too, 1 millionaire would raise the average and make 9 out of 10
below average wealth. We may think by definition not more than 50% can be above
or below average. We sometimes use average to refer to mean or median,but
they are not the same. The key is that if the samples are not statistically
symmetrical the mean or average value will not describe the
median or probable distribution of the samples. We can see there may
not be a single sample that fits the description of the average. Notice one
rare occurrence changes statistics significantly.
When
we confuse mean and median, we draw conclusions that are wrong but seem
logical. For instance, 90% of drivers consider themselves above average. We may
think they must be wrong, only 50% can be above average. Not so. If 10% are
very bad drivers who create a high percentage of accidents and violations, 90%
may be above average. However, Taleb points out we tend to overvalue our skill,
and I suspect most drivers do. Perhaps we assume we have a 50% chance of a
successful marriage because half of all marriages end in divorce. Not true. People
who divorce once will often divorce again which creates a statistical bias. It
appears divorce is as common as a successful marriage. In fact, most marriages
are successful.
It is
important to check facts and conclusions when we analyze data as there are many
ways to get it wrong. How do we become more aware of relevant probability? Read
on to the GEMs.
Gem #1
Evaluate Risk by its Potential Impact
"Accordingly,
it is not how likely an event is to happen that matters, it is how much is made
when it happens that should be the consideration. How frequent the profit is
irrelevant; it is the magnitude of the outcome that counts."- Fooled by Randomness, page 102
Avoid
risk when you cannot afford the loss. Taleb uses Russian Roulette as an
example. A single bullet is loaded randomly in a six chamber revolver and when
the player pulls the trigger they have a 1 in 6 chance of death. The
probability of loss is small but if it occurs, it is catastrophic. Taleb
mentions he lost a friend who played the game. I had an acquaintance that lost
his left eye playing the game. The bullet lodged in his skull, but he survived.
He realized he nearly took his life for a simple thrill. The reality is some
risks are not worth taking.
I am
an Insurance Broker. In the insurance industry, we call this adverse selection.
We have to charge more overall than it costs to cover the average client
because a few will cost much more than the average. We employ actuaries,
mathematicians who use the law of large numbers to ensure we have a large
enough pool of low-risk clients to offset the high-risk clients and enough
reserves to cover the unexpected but statistically probable losses. We balance
lots of small gains, and a few big losses to keep the business profitable and
the clients protected. We have the assets to protect clients from a chance
occurrence that we can cover but would be an overwhelming personal loss.
In
life, we often make the mistake of using small numbers to calculate risk. We
take a risk, hedge our bets with the odds that if we do something a few times
it’s not likely to occur. We do it, it becomes comfortable, and then we forget
the risk. As the number of repetitions increases so does the probability of the
unlikely event. Eventually, odds are it will happen. Reality wins, always.
Gem #2
Ignore the Noise
"Some
so-called wise and rational persons often blame me for ‘ignoring’ possible
valuable information in the daily newspaper and refusing to discount the
details of the noise as ‘short-term events.’ Some of my employers have blamed
me for living on a different planet."-
Fooled by Randomness, page 68
Information
is often just noise and irrelevant to good decisions and sound ideas.
Oversimplifying is dangerous we may overlook significant rare events but if we
look for every possibility, there are too many to comprehend. Taleb talks about
incurring emotional torture or burnout focusing on too much information. He
says he is aware he needs to ruminate on information, but he can only do so if
he is somewhat deprived.
I have
an internet connection but not television. I read the newspaper selectively. I
could not tell you about the latest drama in Washington or Hollywood. Most of
that information passes through a brief period of relevance and fades away. If
it is significant, it will keep showing up, and I will discover the trend. I am
filtering out the noise and concentrating on the significant. I feel more
connected in meaningful ways but to casual observers I seem disconnected.
The
curious reader will appreciate this fresh perspective and exploration of
provocative ideas that Taleb illuminates with a great amount of knowledge and
understanding. Most importantly he stresses keeping an open mind and balancing
logic and emotion. As he points out, “Researchers found that purely rational
behavior on the part of humans can come from a defect in the amygdala that
blocks the emotions of attachment, meaning that the subject is, literally, a
psychopath.” We build loyalty to our ideas because they seem rational but
strict adherence to beliefs looks like insanity, and we play the fool.
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