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What is a limitation for interpreting a correlation?

An important limitation of the correlation coefficient is that it assumes a linear association. This also means that any linear transformation and any scale transformation of either variable X or Y, or both, will not affect the correlation coefficient.

What are the limits of correlation?

Possible values of the correlation coefficient range from -1 to +1, with -1 indicating a perfectly linear negative, i.e., inverse, correlation (sloping downward) and +1 indicating a perfectly linear positive correlation (sloping upward). A correlation coefficient close to 0 suggests little, if any, correlation.

Which of the following is a limitation for interpreting a correlation group of answer choices?

Which of the following is a limitation for interpreting a correlation? (Correlations do not demonstrate cause-and-effect. Outliers can change the direction and/or strength of the correlation.

What is the most important limitation of correlational analysis?

An important limitation of correlational research designs is that they cannot be used to draw conclusions about the causal relationships among the measured variables. Consider, for instance, a researcher who has hypothesized that viewing violent behavior will cause increased aggressive play in children.