Showing posts with label Kahneman. Show all posts
Showing posts with label Kahneman. Show all posts

Friday, June 15, 2012

Being “Smart” Doesn’t Mean There Aren’t Blind Spots



by Gary Berg-Cross

Smart vs. dumb seems like a simple dichotomy. No one likes to thought of as dumb, let along being called dumb publically. It’s generally a good thing to be considered intelligent and informed and able to think rationally. Of course we have models or absent minded professors and deep thinkers that are socially clueless and inept at ordinary tasks. But we have a general sense that knowledge is power and that intelligence (along with a dose of skepticism and a good method) can expose the truth and the truth is better than falsehood and critical investigation is a better long-term strategy than unc
ritical acceptance.
We are stunned to hear uniformed opinions and willful ignorance expressed as facts as in ““keep your government hands off MY Medicare” But Cornell political scientist Suzanne Mettler has shown that a large % of recipients of government benefits somehow don’t believe they’ve received any benefits.
Wild generalizations like “corporations are people my friend… of course they are…Everything corporations earn ultimately goes to the people.” can also rankle, since there are so many counterarguments to hidden, common sense assumptions. Willard Romney said this in August 2011 while attempting to counter an argument that taxes should be raised on corporations as part of balancing the budget. Romney is smart all right and Harvard trained, so why the blind spot about how his thinking comes across as false, but yet appeals to so many? Seems like a bit of a paradox, which you may have experienced in talking about such things with seemingly intelligent supporters of such policies. But it is wider and gain you may have experienced this when talking to elite professionals on topics that are outside their training.  Little is funnier than having a lawyer or economist ask you not to use too many technical terms or speak in simple sentences on scientific topics. One may be trainied and intelligent and still yearn for simple answers when they may not be so available.

Simple, contemporary political statements like corporations are people ring hollow since we can ask if corporations have to follow the same rules as we humans and be responsible in the same way. This is clearly not what it means nor is the idea that all the benefits wind up in “the people’s” hands. Some of the people’s wealth seems to be missing.
These type of seemingly smart vs. dumb dichotomy abounds in freethinkers’ vs. religious arguments over evolution and the verbal barbs thrown such as :
I love how the atheists on blogs like to act like they're a part of an elite squad who are masters of logic and reason.

It is true that simple logic can expose some silly arguments justifying religion which seems in part defended by an element of willful disbelief. Such styles are part of larger factors than reasonability that produces a spectrum that is not just elite smartness or general dumbness. Some people seem to dislike atheists and freethinkers just because they ask difficult question which challenge others to answer about open ended topics like morality. And most of us like to think we are on the right side of moral issues. I show my bona fides and the case is closed. I don’t have to exhaust my self in a long change of reasoning supported by evidence.The point here is that our supposed intelligence is often blinded by competing cognitive and social factors.

 In Thinking, Fast and Slow, Nobel prize Daniel Kahneman (subject earlier blogs on knowing) points out how such slow, carefully thinking is often the poor minority of reasoning. Research is such areas helps understand some of the blind spots and disputed implied above. It’s because reasoning is part of a pretty complex system evolved over time and engaged in particular ways by culture and cultural elites (e.g lawyers, economists & clergy).
There are fast associations that we make when a topic comes up and thus questioning suitable religious (or political) authority which has status in culture. Attacking religion seems anti-social and unpatriotic to those who value social cohesiveness. After all won’t such things lead to socialism or communism?
Into this discussion we now throw the idea of cognitive biases and intuitive thinking. It is the humbling realization (as reported recently) that bright people can be especially prone to stupid mistakes. After all the work on human, cognitive bias shows that we are subject to systematic cognitive errors. It is just that different people have different degrees for particular types. If we have good memories we make react to a Pol flip flopping on his/her position. If we associate government with bad things we may accept some statement with little support since it is consistent with our beliefs. But it turns out that a general intelligence doesn’t really protect us from holding and defending stupid positions. Indeed a simple higher intelligence (as measured by S.A.T. scores) can make things worse. This is the understanding of research (by West & friends) that looked at awareness of faulty reasoning or a blind spot. West and his colleagues began by giving 482 undergraduates a questionnaire featuring a variety of classic bias problems. Here’s a example so you can judge the problem:
In a lake, there is a patch of lily pads. Every day, the patch doubles in size. If it takes 48 days for the patch to cover the entire lake, how long would it take for the patch to cover half of the lake?
An intuitive, short cut response is to divide the 48 in half. That gives an answer of twenty-four days. Sorry that’s wrong. The correct solution is forty-seven days. After all it doubles every day!!!
The wrong answer seems easy to get to that somewhat intelligence people fall prey to it, but think it right and defend the answer since after all, I am smarter than the average and therefore must be right. A humbling thought is what seems to be an ever increasingly American meritocracy that with Pols like Romney represents more of a de facto oligarchy. It is perhaps a bit of an insight into why there seem so wild thinking, but smugly confident politicians in America. 

For more see Jonah Lehrer's article in the New Yorker and Blind Spots: Why Smart People Do Dumb Things


Monday, May 28, 2012

Video of Kahneman Talk on Knowing along with some Notes.


By Gary Berg-Cross
2002 Nobel Prize-winning psychologist Daniel Kahneman delivered the 12th Annual Sackler Lecture recently. See my earlier Blog on this.  Some interested parties may have missed this talk entitled "Thinking that We Know". You can see a review of the talk as well as a video of the entire thing at the NYT Review. If you don’t have time for that, the following are some notes from the hour lecture which touched on topics from his recent book (“Thinking, Fast and Slow”).

Kahneman started off in a commonsense philosophical manner talking about knowing. To know implies absence of doubt and true belief. But truth is a philosophical concept, and people disagree about what is true. There’s scientific truth that comes from a shared search for agreed and objective truth. This is the central mission of science. But in science just any belief is not part of the conception. It is possible for “true believers “ not to accept science as the way to truth. They argue that since some belief is central to science therefore it is just another religion.

We need to recognize this gap in ideas of knowing.

As a psychologist a starting point for Kahneman was a discussion of what we have learned from Psychology devised laboratory paradigms of reasoning, especially in natural/social environments.
Here he discussed 'dual-process' model of the brain & theories of reasoning . This is the distinction between 2 types of reasoning systems -  ‘System 1’ and ‘System 2’ processes.
System 1 is an older and FAST form of universal cognition shared between animals and humans. It is probably actually not a single system but a set of subsystems that operate with some autonomy. System 1 includes what people call instinctive or intuitive knowing and behaviors. Kahneman and others like to System 1 processes as those that are formed by associate learning ((associative memory is often called instinctive). They are probably the kind produced by neural networks. System 1 processes are characterized as rapid, parallel and automatic in nature and usually only their resulting product becomes consciousness in humans.
System 2 In contrast is a more recent evolutionary development and is often called deliberate. It is slow and sequential in nature, takes effort (cognitive resources). K asks "What is 13 x 27?" System 2 makes use of the central working memory system. This leads to 2 different ideas of rationality. we apprehend the world in two radically opposed ways, employing two fundamentally different modes of thought – fast and slow.

Kahneman’s earliest study was mentioned in the NAS president’s introduction and Karhneman cites it as evidence of System 2 thinking. Pupils dilate when we engage in deliberately thinking. Yes the eyes are the windows into the mind!

While we like to think of ourselves as deliberate thinkers we are often associative thinkers. But to be fast we think that networks of associations need to be activated. These are not necessarily logical and they provide some quick but biased interpretations and are afforded by other associations. This makes for a Blink knowing, but often a deceptive one.
Take an association to the work “bank” in "approach the bank". A quick interpretation might select a meaning by frequency of use. Then "approach the bank" means going towards a financial institution rather than a river bank. It could also be primed by a related word so if we hear “fish” and “bank” then river is a more likely association.
You’ll have to see the video to see how Kahneman woos the audience with his story about his wife’s phrase "sexy man" and what he felt he knew she said afterwards as “doesn't undress the maid himself.”

As shown by studies a
ssociative memory interprets the present in terms of the past. In effect we produces stories that make sense based on these past associations (“sexy and “undress” are related). A good story makes associative sense. And this happens on stock market. It’s not deliberate reasoning but sloppy associative. Stats for atctual analysis of the performance of fund managers over the longer term shows that investors do just as well when basing financial decisions to a monkey throwing darts at a board. There is a tremendously powerful illusion of expertise that sustains managers in their belief their results, when good, are the result of skill. Kahneman explains this as a bias and thus "performance bonuses" are largely awarded for luck or stacking the deck and not real skill at projecting the future.

At this point K started citing studies showing how our interpretations of the likelihood of things is often not logical. What is the overall probability of a flood in California. People say small. Bit if asked the probability of a Flood from an earthquake in CA, the probability is higher, even though the probability of such things such be part of the first probability. Why the illogic? It’s just a better story.

At this point K moved to the topic of what is a valid argument? Truth and validity get confused as shown in the example below”
  • All roses are Flowers
  • Some Flowers fade quickly
· Therefore some Roes fade…..while that seems possible it is not logically true.

This shows that we reason by associations back from conclusion. Correct order is important for valid inference but not associations.

Kahneman provided some examples on the synergy of associations and how the environment influences what we think. If you hold a pencil between your teeth, forcing your mouth into the shape of a smile, you'll find a cartoon funnier than if you hold the pencil pointing forward, by pursing your lips round it in a frown-inducing way you feel more disgust for the cartoon. K had fun with this story. See also Timothy D Wilson’s book Strangers to Ourselves.

Associative coherence and emotion work differently than logical coherence. For emotions that have fit and adhere. This is suggested by a
Paul Rozin’s poison experiment (Rozin et al. 1990). In Rozin’s experiment participants are shown 2 empty bottles that are subsequently filled with sugar. The experimenter then shows the participant two labels, one saying ‘Sugar’, the other saying ‘Sodium Cyanide.’ After reading the labels, participants are more hesitant to drink from the bottle with the ‘Sodium Cyanide’ label even it has OJ in it. There is associaton-based discomfort with.
And associations with particular people works strongly too. What we associate with a person has a great deal with how we believe and how we feel.
Most ideas come from people we like. That is a social belief comes from emotional trust.

K mentioned AmosTversky’s socialcultural theory of attitudes. Social leaders may have attitudes on certain topics for arbitrary historical reason. But as likeable leaders they often can influence many attitudes.

Interactions between System 1 and 2 was a big part of K’s talk.
System 2 is used for control and may follow a series of rules. It partially monitors system 1. How it works is shown by the classic math problem: A bat and a ball together cost $1.10. The bat costs a dollar more than the ball. How much does the ball cost?
Your intuitive system for association may quickly tell you that the ball costs 10 cents. That would be an easy solution, but it would also be incorrect but it is the choice of may even at MIT. Why? We are cognitively lazy. People who delay gratification as shown by a Psych test and have more self control do better on this type of problem. It is more System 1 control.

Scientists should be big System 2. After all they have to pass hostile reviews to get published.

Kahneman says one of his favorite examples of System 1 thinking is what happens when you hear an upper-class British voice say, "I have large tattoos all down my back. People who speak with an upper-class British accent don't have large tattoos down their back. It violates our associative knowledge. So the brain must be bringing vast world knowledge to registers that there is an incongruity here. It happens within three- or four-tenths of a second and it's the same response you'd get if you heard a male voice say, "I believe I am pregnant."

So association makes us ready to respond, but it comes with rigid expectations. An example was hearing that “Julie reads in year 4.
Then you get asked “What's here GPA?” Usually it is high.
It’s as if we have a distribution for each (GPA and reading) which gets mapped together. But there are too many intervening events to accurately predict this.

An example concerns airport insurance. During [the ’90s] when there was terrorist activity in Thailand, people were asked how much they’d pay for a travel-insurance policy that pays $100,000 in case of death for any reason. Others were asked how much they’d pay for a policy that pays $100,000 for death in a terrorist act. Turns out that people will pay more for the second, even though it’s less likely. Why” It’s a policy for an instance of terror vs. dying in general.
We pay more to the terror policy since we fear terror more than death.

this suggests that our associate story telling system 1 is usually in charge.

We like stories and how they sound. If we hear “woes unite foes” it is more persuasive aphorism than “Woes unite enemies.”
A lesson is to communicate to non-experts in a different way. Speak to their story with assoc coherence. This is a lesson for getting the Climate Change story understood. Also the source of the message has to be liked and trusted.
Global warming too distant and abstract so it will take trusted leaders to make the case and do it in associative language. Anecdotes are concrete and specific so they are preferred over facts.

Monday, May 21, 2012

Thinking that We Know and the Science of Thinking


by Gary Berg-Cross

2002 Nobel Prize-winning psychologist Daniel Kahneman delivers the free 12th Annual Sackler Lecture tonight at 6 at the National Academy of Sciences Building - 2101 Constitution Avenue NW - Auditorium (Washington). The talk is called "Thinking that We Know". Kahneman got the Nobel Prize for research that challenged the rational model of judgment and decision making. Steven Pinker, who I hope is know to this group, called him "one of the most influential psychologists in history and certainly the most important psychologist alive today."

For those who have not read his recent book (“Thinking, Fast and Slow”) the talk should covers some of his ideas on different modes of thinking and the search for the truth. Here is the abstract for the talk:

Truth is a philosophical concept, and the shared search for agreed and objective truth is the central mission of science. But the sense of truth is a subjective experience, which falls in the domain of psychology. Carefu
lly reasoned argument is one way to induce a sense of truth, but it is not the only way, or indeed the most common. The distinction between different modes of thinking – fast and automatic vs. slow and controlled – provides a framework for understanding the variety of experiences of truth.

The New York Times review of
“Thinking, Fast and Slow” noted this:

Human irrationality is Kahneman’s great theme. There are essentially three phases to his career. In the first, he and Tversky did a series of ingenious experiments that revealed twenty or so “cognitive biases” — unconscious errors of reasoning that distort our judgment of the world. Typical of these is the “anchoring effect”: our tendency to be influenced by irrelevant numbers that we happen to be exposed to. (In one experiment, for instance, experienced German judges were inclined to give a shoplifter a longer sentence if they had just rolled a pair of dice loaded to give a high number.) In the second phase, Kahneman and Tversky showed that people making decisions under uncertain conditions do not behave in the way that economic models have traditionally assumed; they do not “maximize utility.” The two then developed an alternative account of decision making, one more faithful to human psychology, which they called “prospect theory.” (It was for this achievement that Kahneman was awarded the Nobel.) In the third phase of his career, mainly after the death of Tversky, Kahneman has delved into “hedonic psychology”: the science of happiness, its nature and its causes. His findings in this area have proved disquieting — and not just because one of the key experiments involved a deliberately prolonged colonoscopy.
“Thinking, Fast and Slow” spans all three of these phases. It is an astonishingly rich book: lucid, profound, full of intellectual surprises and self-help value. It is consistently entertaining and frequently touching, especially when Kahneman is recounting his collaboration with Tversky. (“The pleasure we found in working together made us exceptionally patient; it is much easier to strive for perfection when you are never bored.”) So impressive is its vision of flawed human reason that the New York Times columnist David Brooks recently declared that Kahneman and Tversky’s work “will be remembered hundreds of years from now,” and that it is “a crucial pivot point in the way we see ourselves.” They are, Brooks said, “like the Lewis and Clark of the mind.”

Daniel Kahneman,
P.h.D., is a Senior Scholar and Professor of Psychology and Public Affairs, Emeritus, at Princeton University. His bestselling book, Thinking, Fast and Slow, was selected by The New York Times as one of its Best Books of 2011. A 2002 Nobel Prize winner in economic sciences, Dr. Kahneman has laid the foundation for a new field of research, called behavioral economics.