In: Finance
The Business School at Eastern College is collecting data as a first step in the preparation of next year's budget. One cost that is being looked at closely is administrative staff as a function of student credit hours. Data on administrative costs and credit hours for the most recent 13 months follow.
Month | Administrative Costs | Credit Hours | |||||
July | $ | 129,301 | 250 | ||||
August | 82,613 | 115 | |||||
September | 228,580 | 1,392 | |||||
October | 216,394 | 1,000 | |||||
November | 258,263 | 1,309 | |||||
December | 184,449 | 1,112 | |||||
January | 219,137 | 1,339 | |||||
February | 245,000 | 1,373 | |||||
March | 209,642 | 1,064 | |||||
April | 191,925 | 1,123 | |||||
May | 249,978 | 1,360 | |||||
June | 170,418 | 420 | |||||
July | 128,167 | 315 | |||||
Total | $ | 2,513,867 | 12,172 | ||||
Average | $ | 193,374 | 936 | ||||
The controller's office has analyzed the data and given you the results from the regression analysis, as follows.
SUMMARY OUTPUT
Regression Statistics | |
Multiple R | 0.93339145 |
R Square | 0.871219590 |
Adjusted R Square | 0.859512280 |
Standard Error | 19954.56760 |
Observations | 13 |
ANOVA
df | SS | MS | F | Significance F | |
Regression | 1 | 29631603873.00 | 29631603873.00 | 74.4200000 | 0.0000032 |
Residual | 11 | 4380032428 | 398184766 | ||
Total | 12 | 34011636301.00 | |||
Coefficients | Standard Error | T Stat | P-value | Lower 95% | Upper 95% | |
Intercept | 96414.557 | 12528.42904 | 7.69566211 | 0.0000094 | 68839.6563 | 123989.4569 |
Credit Hours | 103.5555179 | 12.0043317 | 8.62651257 | 0.0000032 | 77.1341487 | 129.9768871 |
Required:
a. In the standard regression equation y = a + bx, the letter b is best described as the:
Constant coefficient
Correlation coefficient
Dependent variable
Independent variable
Variable cost coefficient
b. In the standard regression equation y = a + bx, the letter y is best described as the:
Constant coefficient
Correlation coefficient
Dependent variable
Independent variable
Variable cost coefficient
c. In the standard regression equation y = a + bx, the letter x is best described as the:
Constant coefficient
Correlation coefficient
Dependent variable
Independent variable
Variable cost coefficient
d. If the controller uses the high-low method to estimate costs, the cost equation for administrative costs is: (Do not round your intermediate calculations.)
Cost = $69,468 + ($114 × Credit hours)
Cost = $67,313 + ($133 × Credit hours)
Cost = $193,374.00 × Credit hours
Cost = $207
Some other equation
e. Based on the results of the controller's regression analysis, the estimate of administrative costs in a month with 1,000 credit hours would be: (Round your intermediate calculations to 2 decimals.)
198,808
201,000
96,409
199,975
Some other amount
f. The correlation coefficient (rounded) for the regression equation for administrative costs is:
0.871
0.933
0.859
0.966
Some other amount
g. The percent of the total variance (rounded)
that can be explained by the regression is:
93.3
87.1
85.9
96.6
Some other amount
In a Standard Regression Equation
y = a + b x
y = dependent variable
a = intercept
x = independent variable
b = regression coefficient or slope of regression line or coefficient of independent variable
In cost determination standard regression equation
b = variable cost coefficient
a. In the standard regression equation y = a+bx, b is best defined as variable cost coefficient as when multiplied with credit hours gives the total administrative cost.
b. In the standard regression equation y = a+bx, y is best defined as dependent variable
c. In the standard regression equation y = a+bx, x is best defined as independent variable
d. If the controller uses the high-low method to estimate costs, the cost equation for administrative costs is:
Formula
Variable Cost per credit hour = (Highest Administrative Cost - Lowest Administrative Cost ) / ( Highest Credit Hours - Lowest Credit Hours)
Highest Administrative Cost and Lowest Administrative Cost are with respect to Highest Credit Hours and Lowest Credit Hours respectively
Variable Cost per credit hour = (228580-82613)/(1392-115) = $114.30
Fixed Cost = Highest Administrative Cost - Variable Cost per credit hour *Highest Credit Hours
or
Fixed Cost = Lowest Administrative Cost - Variable Cost per credit hour *Lowest Credit Hours
Fixed Cost =82613 - 114.30*115 = $69468.5
the cost equation for administrative costs = Fixed Cost + Variable Cost per credit hour *Credit Hours
So , the cost equation for administrative costs = 69468.5 + 114.30* CreditHours