In: Statistics and Probability
(1 point) A study was conducted to determine whether the final grade of a student in an introductory psychology course is linearly related to his or her performance on the verbal ability test administered before college entrance. The verbal scores and final grades for 10 students are shown in the table below. Student Verbal Score x Final Grade y 1 38 77 2 39 90 3 60 71 4 67 73 5 42 69 6 77 84 7 38 77 8 69 74 9 33 63 10 35 65 Find the following: (a) The correlation coefficient: r= (b) The least-squares line: ŷ = (c) Calculate the residual for the seventh student:
For the given data using Regression in Excel we get output as
SUMMARY OUTPUT | ||||||
Regression Statistics | ||||||
Multiple R | 0.275258421 | |||||
R Square | 0.075767199 | |||||
Adjusted R Square | -0.039761902 | |||||
Standard Error | 8.395493078 | |||||
Observations | 10 | |||||
ANOVA | ||||||
df | SS | MS | F | Significance F | ||
Regression | 1 | 46.22556781 | 46.22557 | 0.655828 | 0.441457184 | |
Residual | 8 | 563.8744322 | 70.4843 | |||
Total | 9 | 610.1 | ||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
Intercept | 67.48118105 | 8.828676677 | 7.643408 | 6.05E-05 | 47.12221614 | 87.84014596 |
x | 0.136924075 | 0.169077142 | 0.809832 | 0.441457 | -0.252968512 | 0.526816663 |
RESIDUAL OUTPUT | ||||||
Observation | Predicted y | Residuals | ||||
1 | 72.68429591 | 4.315704088 | ||||
2 | 72.82121999 | 17.17878001 | ||||
3 | 75.69662557 | -4.696625568 | ||||
4 | 76.65509409 | -3.655094095 | ||||
5 | 73.23199221 | -4.231992213 | ||||
6 | 78.02433485 | 5.975665152 | ||||
7 | 72.68429591 | 4.315704088 | ||||
8 | 76.92894225 | -2.928942245 | ||||
9 | 71.99967554 | -8.999675535 | ||||
10 | 72.27352369 | -7.273523686 |
So from the above output
( a ) The correlation coefficient: r = 0.2753
( b ) The least-squares line:
ŷ = 67.4812 + 0.1369 x
( c )
the residual for the seventh student is = 4.3157
Note : I rounded all values to four decimals .So round the decimals according to your answers from the output