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SCENARIO 13-4
a Real Estate Builder Wishes to Determine How

question 13

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SCENARIO 13-4
A real estate builder wishes to determine how house size (House) is influenced by family income (Income) and family size (Size) .House size is measured in hundreds of square feet and income is measured in thousands of dollars.The builder randomly selected 50 families and ran the multiple regression.Partial Microsoft Excel output is provided below:  Regression Statistics  Multiple R 0.8479 R Square 0.7189 Adjusted R Square 0.7069 Standard Error 17.5571 Observations 50\begin{array}{lr}\hline{\text { Regression Statistics }} \\\hline \text { Multiple R } & 0.8479 \\\text { R Square } & 0.7189 \\\text { Adjusted R Square } & 0.7069 \\\text { Standard Error } & 17.5571 \\\text { Observations } & 50\\\hline \end{array}

 ANOVA \text { ANOVA }
df SS MSF Significance F Regression 37043.323618521.66180.0000 Residual 14487.7627308.2503 Total 4951531.0863\begin{array}{lrrrrr} & d f & \text { SS } & {M S} & F & \text { Significance } F \\\hline \text { Regression } & & & 37043.3236 & 18521.6618 & 0.0000 \\\text { Residual } & & 14487.7627 & 308.2503 & \\\text { Total } & & 49 & 51531.0863 & &\end{array}

 Coefficients  Standard Error t Stat  P-value  Intercept 5.51467.22730.76300.4493 Income 0.42620.039210.86680.0000 Size 5.54371.69493.27080.0020\begin{array}{lrrrr}\hline & \text { Coefficients } & \text { Standard Error } &{t \text { Stat }} & \text { P-value } \\\hline \text { Intercept } & -5.5146 & 7.2273 & -0.7630 & 0.4493 \\\text { Income } & 0.4262 & 0.0392 & 10.8668 & 0.0000 \\\text { Size } & 5.5437 & 1.6949 & 3.2708 & 0.0020\\\hline \end{array}

 Also SSR(X1X2) =36400.6326 and SSR(X2X1) =3297.7917\text { Also } \operatorname{SSR}\left(X_{1} \mid X_{2}\right) =36400.6326 \text { and } \operatorname{SSR}\left(X_{2} \mid X_{1}\right) =3297.7917


-Referring to SCENARIO 13-4, suppose the builder wants to test whether the coefficient on Size is significantly different from 0.What is the value of the relevant t-statistic?


Definitions:

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An institution in Iran dedicated to caring for children who have lost their parents or whose families are unable to care for them.

Intellectual Development

Refers to the cognitive growth and increase in the ability to think, reason, and understand as one ages or gains experience.

Deprived Environment

A deprived environment is one that lacks the necessary resources, stimuli, or conditions for the proper physical, emotional, or intellectual development of an individual.

Heritability

A measure of how much of the variation in a trait within a population is due to genetic differences among individuals in that population.

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