Question
Explain the cause and effect relationship.

Answer

  • In the begining of the study of correlation between two variables, we make assumption that there is relation of cause and effect between two variables.
  • In same cases even though there is no relation of cause and effect between two variables, variable values are fluctuated.
  • For that some other factors are responsible.
  • Such a correlation is called meaningless correlation.
  • Thus, for appropriate representation of correlation co-efficient caution about cause and effect between two variables is necessary.
  • Illustrations :
  • $(1)$ If age of person is variable $X$ and his weight is variable $Y.$
  • Here, weight increases because age increases.
  • It indicates that weight is effect of age, which is cause.
  • $(2)$ When the income of a person remains more or less or same, if his expenditure increases, saving decreases and if his expenditure decreases, saving increases.
  • Here, saving is the effect and expenditure is a cause.

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