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True or false? If a particular observation from the population is less than the population average, then the residual is positive.TrueFalse

Question

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Solution

Analysis of the Statement

  1. Understanding Residuals:

    • A residual is defined as the difference between observed values and the values predicted by a model. In the context of a population average, if we consider the average as a predicted value, then the residual can be expressed as: Residual=Observed ValuePopulation Average \text{Residual} = \text{Observed Value} - \text{Population Average}
  2. Interpreting the Statement:

    • The statement claims that if a particular observation is less than the population average, then the residual is positive:
    • Mathematically, if: Observed Value<Population Average \text{Observed Value} < \text{Population Average}
    • This leads to: Residual=Observed ValuePopulation Average<0 \text{Residual} = \text{Observed Value} - \text{Population Average} < 0
    • This shows that the residual would actually be negative.

Conclusion

Given the explanation and mathematical representation:

Final Answer

False

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