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The Simple Linear Regression Model Is Y=β0+β1x+ε, where εY = \beta _ { 0 } + \beta _ { 1 } x + \varepsilon \text {, where } \varepsilon

question 60

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The simple linear regression model is Y=β0+β1x+ε, where εY = \beta _ { 0 } + \beta _ { 1 } x + \varepsilon \text {, where } \varepsilon is a random variable assumed to be normally distributed with E(ε) =0 and V(ε) =σ3. Let x+E ( \varepsilon ) = 0 \text { and } V ( \varepsilon ) = \sigma ^ { 3 } \text {. Let } x ^ { + } denote a particular value of the independent variable x. Which of the following identities are true regarding the variance of Y when x=x+x = x ^ { + } ?


Definitions:

Incentives

Factors, monetary or otherwise, that motivate individuals or businesses to act in a certain way, typically to achieve certain goals or outcomes.

Society's Welfare

The overall well-being and quality of life of a community or society, often considered in terms of health, happiness, and prosperity.

Efficiency

The degree to which resources are utilized effectively to achieve a goal with minimum waste of time and effort.

Government

The governing body of a nation, state, or community which creates and enforces laws, manages public resources, and regulates societal functions.

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