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Interpret Output from Automatic Multiple Regression Model Building Procedures 0.150.15 Alpha-To-Remove 0.150.15

question 7

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Interpret output from automatic multiple regression model building procedures.
-A sample of 22 firms was selected from the high tech industry (Industry = 1) and the
Financial services sector (Industry = 0) . Data were collected on the following variables:
Turnover rate, job growth, number of employees, and innovative index (higher scores
Indicate a more innovative and creative organizational culture) . Below are the stepwise
Regression results considering all predictor variables to explain Turnover Rate. The
Resulting multiple regression model is
Stepwise Regression: Turnover Rat versus Innovative I, Job Growth, ... Alpha-to-Enter: 0.150.15 Alpha-to-Remove: 0.150.15

Response is Turnover Rate on 4 predictors, with N=22\mathrm { N } = 22

 Step 123 Constant 8.6038.8389.841 Job Growth 0.8680.5740.500 T-Value 8.408.586.82 P-Value 0.0000.0000.000 Industry 3.142.70 T-Value 7.415.89 P-Value 0.0000.000 Innovative Index 0.028 T-Value 1.91 P-Value 0.072 S 1.530.7960.745RSq77.9194.3295.28RSq (adj)  76.8193.7394.50 Mallows Cp 67.56.04.3\begin{array} { l r r r } \text { Step } & 1 & 2 & 3 \\ \text { Constant } & 8.603 & 8.838 & 9.841 \\ & & & \\ \text { Job Growth } & - 0.868 & - 0.574 & - 0.500 \\ \text { T-Value } & - 8.40 & - 8.58 & - 6.82 \\ \text { P-Value } & 0.000 & 0.000 & 0.000\\\\\text { Industry } && - 3.14 & - 2.70 \\ \text { T-Value } && - 7.41 & - 5.89 \\ \text { P-Value } && 0.000 & 0.000\\\\ \text { Innovative Index } &&& - 0.028 \\ \text { T-Value } & &&- 1.91 \\ \text { P-Value } &&& 0.072 \\\\ \text { S } & 1.53 & 0.796 & 0.745 \\ \mathrm { R } - \mathrm { Sq } & 77.91 & 94.32 & 95.28 \\ \mathrm { R } - \mathrm { Sq } \text { (adj) } & 76.81 & 93.73 & 94.50 \\ \text { Mallows Cp } & 67.5 & 6.0 & 4.3 \end{array}


Definitions:

Colonialism

The practice of acquiring full or partial political control over another country, occupying it with settlers, and exploiting it economically.

Orientalism

The depiction of Eastern cultures from a Western perspective, often stereotyped and embedded with notions of exoticism, inferiority, and otherness.

Deracialization Of Whiteness

involves efforts to remove racial privilege and the normalization of whiteness by dismantling systemic and institutional practices that reinforce white supremacy.

Gendered Orientalism

The practice of attributing stereotypical and often inferior qualities to the "East" or "Orient," intertwined with perceptions and constructions of gender differences.

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