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SCENARIO 12-9
It Is Believed That, the Average Numbers of Hours

question 169

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SCENARIO 12-9
It is believed that, the average numbers of hours spent studying per day (HOURS) during undergraduate education should have a positive linear relationship with the starting salary (SALARY, measured in thousands of dollars per month) after graduation.Given below is the Excel output for predicting starting salary (Y) using number of hours spent studying per day (X) for a sample of 51 students.NOTE: Only partial output is shown.  Regression Statistics  Multiple R 0.8857 R Square 0.7845 Adjusted R Square 0.7801 Standard Error 1.3704 Observations 51\begin{array}{lr}{\text { Regression Statistics }} \\\hline \text { Multiple R } & 0.8857 \\\text { R Square } & 0.7845 \\\text { Adjusted R Square } & 0.7801 \\\text { Standard Error } & 1.3704 \\\text { Observations } & 51 \\\hline\end{array}
ANOVA
dfSSMSF Significance F  Regression 1335.0472335.0473178.3859 Residual 1.8782 Total 50427.0798\begin{array}{lrrrrr} & d f & S S & M S & F & \text { Significance F } \\\hline \text { Regression } & 1 & 335.0472 & 335.0473 & 178.3859 \\\text { Residual } & & & 1.8782 & \\\text { Total } & 50 & 427.0798 & &\end{array}

 Coefficients  standered Error  tStat  P-value  Lower 95%  Upper 95%  Intercept 1.89400.40184.71340.00002.70151.0865 Hours 0.97950.073313.35610.00000.83211.1269\begin{array}{lrrrrrrr} & \text { Coefficients } & \text { standered Error } & \text { tStat } & \text { P-value } & \text { Lower 95\% } & \text { Upper 95\% } \\\hline \text { Intercept } & -1.8940 & 0.4018 & -4.7134 & 0.0000 & -2.7015 & -1.0865 \\\text { Hours } & 0.9795 & 0.0733 & 13.3561 & 0.0000 & 0.8321 & 1.1269\end{array} Note: 2.051E - 05 = 2.051 *10-05 and 5.944 E - 18 = 5.944 *10-18 .
-Referring to Scenario 12-9, the value of the measured t-test statistic to test whether meanSALARY depends linearly on HOURS is


Definitions:

Direct Labor Hours

This term represents the total time spent by workers directly involved in the manufacturing process.

Flexible Budget Graph

A visual representation that shows the difference between actual and expected performance at various levels of activity.

Direct Labor Hours

The cumulative hours that employees, who are engaged directly in creating products or delivering services, spend on work.

Variable Costs

Expenses that vary proportionally with the level of production or sales volume, such as raw materials and direct labor.

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