Showing posts with label behavioral economics. Show all posts
Showing posts with label behavioral economics. Show all posts

Wednesday, January 28, 2015

Belief, Dissonance, and Difficulty in Analysis


RenĂ© Descartes
In a recent conversation on The Constant Strategist, an acquaintance offered the insightful observation that a lot of reading is really important, but a little reading is actually harmful as people may be taken with the belief that the one book they've read on a subject is the last word rather than what should be the first word on the subject. In this case, the particular subject was the importance of cultural and contextual understanding as an important (if not necessary) prerequisite for effective strategic engagement with another society or nation. But this thought led to a broader reflection on the theory of knowledge (or at least one aspect of the theory of knowledge), cognitive dissonance (with all its myriad side effects), and what these two things mean for analysts.

Baruch Spinoza
Several years ago, I first read a marvelous paper by Daniel Gilbert titled "How Mental Systems Believe" (that you can find online here). The gist of this article is a contrast between theories of learning described by René Descartes and Baruch Spinoza. In a nutshell, Descartes believed that one must first comprehend an idea before one can assess the truth of that idea. In other words, "comprehension precedes and is separate from assessment." Spinoza, on the other hand, dismissed the Cartesian distinction between comprehension and assessment, arguing "that to comprehend a proposition, a person had to implicitly accept that proposition." Only once an idea has been comprehended and believed is it possible to engage in a secondary and effortful process to either certify the idea as true or actively reject its truth. The evidence presented by Gilbert suggests that human beings are, for any number of reasons, Spinozan systems rather than Cartesian systems (or, at the very least are not Cartesian and may be some other type of system in which acceptance is psychologically prior to rejection).

This is all very interesting, but why does it matter? Perhaps the most important answer to that question is an oddity of human cognition commonly known as cognitive dissonance, the mental stress that results from holding "two or more contradictory beliefs, ideas, or values at the same time or" confronting "new information that conflicts with existing beliefs, ideas, or values." How do humans respond to cognitive dissonance? Robert Jervis has a good deal to say on the effects of cognitive dissonance in the milieu of international relations, noting that dissonance "will motivate the person to try to reduce dissonance and achieve consonance" and "in addition to trying to reduce it, the person will actively avoid situations and information which would likely increase the dissonance" so that "after making a decision, the person not only will downgrade or misinterpret discrepant information but will also avoid it and seek consonant information." This gives us such favorite phenomena as the Dunning-Kruger Effect (where the uninformed and unskilled rate their knowledge higher than is objectively accurate), the Backfire Effect (where in the face of contradictory evidence beliefs get stronger rather than weaker), and oh-so-many-more. So, if we must accept as true a concept if we are to understand it, as Spinoza indicates, subsequent rejection of the newly-learned concept is not just effortful but in some sense super-human. This means that reading more may not be useful, and for an inveterate reader this is disheartening. But ...

In another recent post
, I raised the idea (shamelessly copied from an analyst far more insightful than I) that the essence of the analysis profession is to understand things and explain them to others. If the very act of learning and understanding drives us to error, though, what are we to do? Does this mean we should throw up our hands and abandon the search for truth? Of course not. But when my acquaintance suggested that we read more, he was only half right. We must absolutely read and study more. But we must also:
  • Actively seek out positions different from our own. This includes red-teaming ourselves and exploring the results if each, every, and any combination of our assumptions are wrong. Since, by definition, each assumption we make must be necessary for planning or analysis, changes in those assumptions should change our analysis (else we would state them as facts and not assumptions) and generate a better view of the decision space.
  • Train our analysts (and ourselves) as early and as constantly as possible that the mental models we have of the world are themselves assumptions, and then refer to the previous point. This should go a long way toward mitigating the Law of the Instrument (when I have a hammer, problems seem to resemble nails).
  • Take nothing personally in the search for truth on which no one among us has a monopoly. 
There are probably other things to do, but this seems a good start. The natural question, then, is how we go about doing these things. One answer is simple, but (to shamelessly appeal to the authority of Dead Carl), "Everything is very simple in war, but the simplest thing is difficult." 

I submit that the first, second, and third steps in this journey of a thousand steps are, in the words of a favorite maxim from ADM Stavridis, to read, think, and write. Reading widely brings us new ideas, providing new positions, information, and perspectives (if we consciously seek non-confirmatory writings). Thinking is all about taking in the new information and new models, acting on the assumption that our own might be wrong, and looking for new and informative results. Writing facilitates both of these by putting our thoughts out in the world where they are subject to criticism from those not subject to our own biases, and it is these contradictory views we must learn to cherish since it it easy to find agreement (via confirmation biases if in no other way) but hard to find and use constructive disagreement. Public writing is a way (though not the only way) to find this input. (A disciplined red team can do so as well, as can other well meaning and trusted colleagues.) The final injunction, to take nothing personally, is important. This is an iterative process. If we read, think, and write we start on the right (write?) path, but if we then allow offense to drive use from the debate we will lose the gains we seek and must have.

Vincit omnia veritas ... but analytic truth is first a foe to conquer.

Friday, February 4, 2011

Why We Do What We Do

Behavioral economics under attack

Here is an interesting article. I have not yet finished reading Nudge (though enjoying it) and Predictably Irrational is next on my to-read list, so it’s difficult for me to refute or support this piece.

http://www.slate.com/id/2283063

I will say that I don’t think it was Thaler & Sunstein’s intent to offer anything more than evidence (at this stage) that the classical economics models aren’t adequate in determining how people actually make decisions. (Have we forgotten LTCM?) I would however be interested in hearing their response to this challenge. I would also add that Thaler & Sunstein do point to “the why”: our Automatic and Reflective Systems (as discussed in the first chapter). We can describe these systems quite well, in fact – they do in the text – and there is considerable evidence to believe they are accurate models of how we think

http://www.scientificamerican.com/article.cfm?id=of-two-minds-when-making

Curious if Pinker would agree, but I digress.

Gigerenzer and Berge are not wrong in their complaint; we do not have a complete description of our decision making system – there is no equation we can write down that says this is exactly how we behave. I guess the question is, do we need it to gain insights? (I would say no.) Is it sufficient to design experiments to test these black boxes that are our Automatic and Reflective Systems? (I would say I don’t know.)

Anyway, Gigerenzer seems to have something interesting to say: “Gut Feelings” looks like an interesting read and will end up on the wishlist:

The key concept—rules of thumb serve us as effectively as complex analytic processes , if not more so—is simple to grasp. Gigerenzer draws on his own research as well as that of other psychologists to show how even experts rely on intuition to shape their judgment, going so far as to ignore available data in order to make snap decisions. Sometimes, the solution to a complex problem can be boiled down to one easily recognized factor, he says, and the author uses case studies to show that the Take the Best approach often works.

I’m going to have to add Basic Instincts to my wishlist, too, since it was mentioned in the article along with Nudge and Predictably Irrational, besides also looking interesting. (I am humored that this article actually “nudged” me to add another book on the exact topic it’s trying to refute!) If any of you would like to borrow Nudge (or anything else on this or related topics, for that matter), let me know.

Cheers,

Ken