True or false? If a particular observation from the population is less than the population average, then the residual is positive.TrueFalse
Question
True or false?
If a particular observation from the population is less than the population average, then the residual is positive.
True
False
Solution
Analysis of the Statement
-
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:
-
Interpreting the Statement:
- The statement claims that if a particular observation is less than the population average, then the residual is positive:
- Mathematically, if:
- This leads to:
- This shows that the residual would actually be negative.
Conclusion
Given the explanation and mathematical representation:
Final Answer
False
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