Thinking, Fast and Slow


: Intuitions vs. Formulas



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Daniel-Kahneman-Thinking-Fast-and-Slow-

21: Intuitions vs. Formulas
“There is no controversy”
: Paul Meehl, “Causes and Effects of My
Disturbing Little Book,” 
Journal of Personality Assessment
50 (1986):
370–75.
a factor of 10 or more
: During the 1990–1991 auction season, for
example, the price in London of a case of 1960 Chateau Latour averaged
$464; a case of the 1961 vintage (one of the best ever) fetched an
average of $5,432.
Experienced radiologists
: Paul J. Hoffman, Paul Slovic, and Leonard G.
Rorer, “An Analysis-of-Variance Model for the Assessment of Configural
Cue Utilization in Clinical Judgment,” 
Psychological Bulletin
69 (1968):
338–39.
internal corporate audits
: Paul R. Brown, “Independent Auditor Judgment
in the Evaluation of Internal Audit Functions,” 
Journal of Accounting
Research
21 (1983): 444–55.
41 separate studies
: James Shanteau, “Psychological Characteristics and
Strategies of Expert Decision Makers,” 
Acta Psychologica
68 (1988):
203–15.
successive food breaks
: Danziger, Levav, and Avnaim-Pesso,
“Extraneous Factors in Judicial Decisions.”
lowering validity
: Richard A. DeVaul et al., “Medical-School Performance


of Initially Rejected Students,” 
JAMA
257 (1987): 47–51. Jason Dana and
Robyn M. Dawes, “Belief in the Unstructured Interview: The Persistence of
an Illusion,” working paper, Department of Psychology, University of
Pennsylvania, 2011. William M. Grove et al., “Clinical Versus Mechanical
Prediction: A Meta-Analysis,” 
Psychological Assessment
12 (2000): 19–
30.
Dawes’s famous article
: Robyn M. Dawes, “The Robust Beauty of
Improper Linear Models in Decision Making,” 
American Psychologist
34
(1979): 571–82.
not affected by accidents of sampling
: Jason Dana and Robyn M. Dawes,
“The Superiority of Simple Alternatives to Regression for Social Science
Predictions,” 
Journal of Educational
and Behavioral Statistics
29 (2004):
317–31.
Dr. Apgar
: Virginia Apgar, “A Proposal for a New Method of Evaluation of
the Newborn Infant,” 
Current Researches in Anesthesia and Analgesia
32
(1953): 260–67. Mieczyslaw Finster and Margaret Wood, “The Apgar
Score Has Survived the Test of Time,” 
Anesthesiology
102 (2005): 855–
57.
virtues of checklists
: Atul Gawande, 
The Checklist Manifesto: How to Get
Things Right
(New York: Metropolitan Books, 2009).
organic fruit
: Paul Rozin, “The Meaning of ‘Natural’: Process More
Important than Content,” 
Psychological Science
16 (2005): 652–58.
2 {ce
moderated by an arbiter
: Mellers, Hertwig, and Kahneman, “Do Frequency
Representations Eliminate Conjunction Effects?”
articulated this position
: Klein, 
Sources of Power
.
kouros
: The Getty Museum in Los Angeles brings in the world’s leading
experts on Greek sculpture to view a kouros—a marble statue of a striding
boy—that it is about to buy. One after another, the experts react with what
one calls “intuitive repulsion”—a powerful hunch that the kouros is not
2,500 years old but a modern fake. None of the experts can immediately
say why they think the sculpture is a forgery. The closest any of them could
come to a rationale is an Italian art historian’s complaint that something—
he does not know exactly what—“seemed wrong” with the statue’s
fingernails. A famous American expert said that the first thought that came
to his mind was the word 
fresh
, and a Greek expert flatly stated, “Anyone
who has ever seen a sculpture coming out of the ground could tell that that
thing has never been in the ground.” The lack of agreement on the reasons
for the shared conclusion is striking, and rather suspect.


for the shared conclusion is striking, and rather suspect.
admired as a hero
: Simon was one of the towering intellectual figures of
the twentieth century. He wrote a classic on decision making in
organizations while still in his twenties, and among many other
achievements he went on to be one of the founders of the field of artificial
intelligence, a leader in cognitive science, an influential student of the
process of scientific discovery, a forerunner of behavioral economics and,
almost incidentally, a Nobel laureate in economics.
“nothing less than recognition”
: Simon, “What Is an Explanation of
Behavior?” David G. Myers, 
Intuition: Its Powers and Perils
(New Haven:
Yale University Press, 2002), 56.
“without knowing how he knows”
: Seymour Epstein, “Demystifying Intuition:
What It Is, What It Does, How It Does It,” 
Psychological Inquiry
21 (2010):
295–312.
10,000 hours
: Foer, 
Moonwalking with Einstein
.

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