Correlation (statistics) in the context of "Correlation does not imply causation"

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⭐ Core Definition: Correlation (statistics)

In statistics, correlation is a kind of statistical relationship between two random variables or bivariate data. Usually it refers to the degree to which a pair of variables are linearly related. In statistics, more general relationships between variables are called an association, the degree to which some of the variability of one variable can be accounted for by the other.

The presence of a correlation is not sufficient to infer the presence of a causal relationship (i.e., correlation does not imply causation).Furthermore, the concept of correlation is not the same as dependence: if two variables are independent, then they are uncorrelated, but the opposite is not necessarily true: even if two variables are uncorrelated, they might be dependent on each other.

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Correlation (statistics) in the context of Physical attractiveness

Physical attractiveness is the extent to which a person's physical features are considered aesthetically pleasing or beautiful. The term often implies sexual attractiveness or desirability but can also be distinct from them. Many factors influence one person's attraction to another, with physical aspects being one of them. Physical attraction includes universal perceptions common across human cultures, such as facial symmetry, as well as socioculturally dependent attributes, and personal preferences unique to each individual.

In many cases, humans subconsciously attribute positive characteristics, such as intelligence and honesty, to physically attractive people, a psychological phenomenon called the halo effect. Research done in the United States and United Kingdom found that objective measures of physical attractiveness and intelligence are positively correlated, and that the association between the two attributes is stronger among men than among women. Evolutionary psychologists have tried to answer why individuals who are more physically attractive should also, on average, be more intelligent, and have put forward the notion that both general intelligence and physical attractiveness may be indicators of underlying genetic fitness. A person's physical characteristics can signal cues to fertility and health, with statistical modeling studies showing that the facial shape variables that reflect aspects of physiological health, including body fat and blood pressure, also influence observers' perceptions of health. Attending to these factors increases reproductive success, furthering the representation of one's genes in the population.

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Correlation (statistics) in the context of Causes of crime

The correlates of crime explore the associations of specific non-criminal factors with specific crimes.

The field of criminology studies the dynamics of crime. Most of these studies use correlational data; that is, they attempt to identify various factors are associated with specific categories of criminal behavior. Such correlational studies led to hypotheses about the causes of these crimes.

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