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5 - Using Experiments to Answer Four Vexing Questions

from Section I - Thinking Like a Data Scientist

Published online by Cambridge University Press:  05 December 2015

Howard Wainer
Affiliation:
National Board of Medical Examiners, Philadelphia, Pennsylvania
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Summary

Quid gratis asseritur, gratis negatur.

Introduction

In Chapter 3 we discussed how an observed correlation between high self-esteem (happiness) and school performance gave rise to various causal theories, at least one of which, if acted upon, could lead to unhappy outcomes. We saw how a simple experiment, by measuring the size of the causal effect, could provide evidence that would allow us to sift through various claims and determine the extent to which each was valid or specious. Every day we encounter many correlations that some claim to indicate causation. For example, there is a very high correlation between the consumption of ice cream and the number of drownings. Some cautious folk, seeing such a strong relation, have suggested that eating ice cream should be sharply limited, especially for children. Happily, cooler heads prevailed and pointed out that the correlation was caused by a third variable, the extent of warm weather. When the weather is warm, more people go swimming, and hence risk drowning, and more people consume ice cream. Despite the high correlation, neither eating ice cream nor swimming tragedies are likely to cause the weather to warm up. We could design an experiment to confirm this conjecture, but it hardly seems necessary.

After it was noted that infants who sleep with the lights on were more likely to be nearsighted when they grew up, advice to new parents was both rampant and adamant to be sure to turn the lights off when their baby went to sleep. Only later was it revealed that nearsightedness has a strong genetic component and nearsighted parents were more likely to leave lights on. Again, a controlled experiment – even a small one, though practically difficult to do – would have made clear the direction and size of the causal connection.

As one last example, consider the well-known fact that men who are married live longer, on average, than those who are single. The usual causal inference is that the love of a good woman, and the regularity of life that it yields, is the cause of the observed longer life. In fact, the causal arrow might go in the other direction. Men who are attractive to women typically are those who are healthier and wealthier, and hence more likely to live longer.

Type
Chapter
Information
Truth or Truthiness
Distinguishing Fact from Fiction by Learning to Think Like a Data Scientist
, pp. 43 - 60
Publisher: Cambridge University Press
Print publication year: 2015

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