The book "Calculated Risk: How to Know When Numbers Deceive You", by Gerd Gigerenzer, will increase your risk aptitude. The 4 1/2 star (Amazon.com) book does not discuss statistical innumeracy from the IT perspective, but discusses innumeracy mainly in contemporary medicine, the justice system, and life in general.
Gerd describes four aspects of innumeracy as follows:
01) Illusion of certainty:
For example: Fingerprint and DNA testing.
02) Ignorance of relevant risks:
For example: "It is more likely that a young American male
knows baseball statistics than that his chances of dying on
a motorcycle trip is about 15 times higher than his chances
of dying on a car trip of the same distance."
03) Miscommunication of risks:
For example: One can communicate the chances that a test
will actually detect a disease in various ways ... The most
frequent way is in the form of a conditional probability: If
a person has cancer, the probability the he/she will test
positive on a screening is 90 percent. Many physicians
confuse that statement with this one: If a person test
positive on a screening, the probability that he/she has
cancer is 90 percent.
04) Drawing incorrect inferences from statistics:
For example: "Consider a newspaper article in which it is
reported that men with high cholesterol have a 50 percent
higher risk of heart attack. The figure of 50 percent
sounds frighting, put what does it mean? It means that out
of 100 fifty-year-old men without high cholesterol,
about 4 are expected to have a heart attack within ten years,
whereas among men with high cholesterol this number is 6. The
increase from 4 to 6 is the relative risk increase, that is,
50 percent. However. if one instead compares the number of
men in the two groups who are not expected to have heart
attacks in the next 10 years, the same increase in risk is
from 96 to 94, that is, about 2 percent (absolute risk). Now
the benefit of reducing one's cholesterol level no longer
looks so great."
Far from being a dry book on risk, uncertainty, and statistics, Gerd Gigerenzer is entertaining, provocative, irreverent and a bit of a maverick
.
" ... 1 out of every 90 Americans will lose his or her life in a motor vehicle accident by the age of 75. Most of them die in passenger car accidents."
" ... the terrorist attack on September 11. 2001, cost the lives of some 3,000 people. The subsequent decision of millions to drive rather than fly may have cost the lives of many more."
"... DNA ... match probability of 1 in 16 for a brother ... "
This book provides "tools for overcoming innumeracy that are easy to learn, apply, and remember."
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