|
In my last post,
I suggested that much of trading performance hinges on implicit
learning and that psychological factors impair performance to the
degree that they interfere with access to what we know (but don't
necessarily know that we know). A wealth of research
has demonstrated that people can learn artificial grammars without
being able to verbalize the rules underlying those grammars.
Interestingly, patients with total amnesia still retain the ability to
perform routine tasks, such as tying shoes. In such cases, people
exhibit learning that is not explicit. The hallmark of such learning is
that it has not be acquired through the usual means of study, but
rather by frequent repetition.
Another line of learning research
pertains to single-trial learning. In some cases, repetition does not
seem to be needed for learning. Rather, a single exposure can generate
lasting learning. This goes against the notion that significant study
is required for explicit learning and that significant repetition of
patterns is needed for implicit learning. It is significant that typical examples of single-trial learning involve novelty:
the more something stands out in our experience, the more likely we are
to process it in a lasting way. A good example of this is
taste-aversion. I'm in Singapore now, where the durian is a renowned
fruit. It has an extremely powerful odor, which some find appealing and
others find offensive. A single exposure to the durian for those who
find it overpowering will result in a permanent impression: it is
unlikely to be forgotten!
Conditioned fears can be similar
examples of single-trial learning. We see this most powerfully in
post-traumatic stress disorder: a single, highly stressful event can
produce lifelong patterns of avoidance, anxiety, and withdrawal. After
the trauma of rape, for example, a woman learns completely different
associations to men, altering her behavior.
Novelty and the
emotional conditioning power of experiences are not all-or-none
variables. Some events are more novel or more emotionally impactful
than others. These are the ones most likely to stick in memory.
Research into the process of psychotherapy finds that the items
recalled from sessions--and that affect clients most--are those that
are novel and emotionally laden. This is not necessarily single-trial
learning, but it *is* accelerated learning.
One factor that
seems to separate successful therapists from less successful ones, for
example, is their ability to generate novel, emotionally-impactful
experiences for their clients. One client is afraid of change and talks
about it with others in group therapy; another client has the same fear
and is suddenly asked to change by leading the group. Navigating this
experience successful shows the person that change need not be
threatening. This is much more likely to be internalized than a simple
verbal message that says, "Change need not be threatening."
Where
traders often fail in their development is that their most novel and
emotionally powerful events tend to be negative ones, particularly ones
of losing money. This may not generate single-trial learning, but
repeated with even modest frequency may generate a kind of implicit
learning in which certain kinds of market participation are linked to
particular negative outcomes. Like all implicit learning, this is
unlikely to be consciously verbalized. Rather, it is evident in the
moods and behaviors that suddenly change under particular market
conditions.
It makes sense to many people that pattern
recognition can be the result of implicit learning, particularly among
high-frequency traders. What may not be so clear is that the problems
that beset traders may also be the result of an implicit process in
which what is learned is accelerated and cemented by high degrees of
novelty and emotional impact. If that is the case, explicit discussion
with coaches or therapists may not be the most effective way to deal
with these problems. Rather, purposeful positive learning under
heightened conditions of novelty and emotionality may be most
effective. That could help to explain why classical conditioning
therapies, such as the exposure methods that I wrote about in Enhancing Trader Performance and that will be a part of my new book, are particularly effective for such problems as traumatic stress and performance anxieties.
If
we can learn to structure and accelerate our learning to maximize the
depth and speed of knowledge and skill acquisition, this has powerful
implications for improving trading performance and dealing with the
psychological forces that impede performance. Originally posted at: http://traderfeed.blogspot.com/
|