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Prove That the Regression R2 Is Identical to the Square

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Essay

Prove that the regression R2 is identical to the square of the correlation coefficient between two variables Y and X.Regression functions are written in a form that suggests causation running from X to Y.Given your proof,does a high regression R2 present supportive evidence of a causal relationship? Can you think of some regression examples where the direction of causality is not clear? Is without a doubt?


Definitions:

Economies of Scale

The cost advantages that enterprises obtain due to their scale of operation, with cost per unit of output decreasing with increasing scale.

Essential Raw Materials

Fundamental inputs necessary for the production of goods, often considered critical for a country's economy and security.

Patents

Legal rights granted by the government to inventors, giving them exclusive rights to their inventions for a certain period of time.

Inelastic Segment

A portion of the demand curve where consumers are relatively unresponsive to price changes, resulting in a steep slope.

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