Question

In: Statistics and Probability

The computer-science aptitude score, x, and the achievement score, y (measured by a comprehensive final), were...

The computer-science aptitude score, x, and the achievement score, y (measured by a comprehensive final), were measured for 20 students in a beginning computer-science course. The results were as follows.

x 5 15 19 12 23 20 14 21 18 15 17 16 9 5 6 19 19 10 20 13
y 19 19 24 36 27 26 25 28 17 27 21 24 18 18 14 28 21 22 20 21

(a) Find the equation of the line of best fit. (Round your slope to four decimal places and your y-intercept to three decimal places.)
= + x

(b) Find se2. (Round your answer to two decimal places.)

Solutions

Expert Solution

(a)

To find the equation of the line of best fit,

x y x2 y2 xy
5 19 25 361 95
15 19 225 361 285
19 24 361 576 456
12 36 144 1296 432
23 27 529 729 621
20 26 400 676 520
14 25 196 625 350
21 28 441 784 588
18 17 324 289 306
15 27 225 729 405
17 21 289 441 357
16 24 256 576 384
9 18 81 324 162
5 18 25 324 90
6 14 36 196 84
19 28 361 784 532
19 21 361 441 399
10 22 100 484 220
20 20 400 400 400
13 21 169 441 273

Σ

296 455 4948 10837 6959

(b)

Form the estimated linear equation find out estimated-y for all x i.e. put respective x in the regression equation.

x y

5 19 18.8625 0.1375 0.018906
15 19 22.8295 -3.8295 14.66507
19 24 24.4163 -0.4163 0.173306
12 36 21.6394 14.3606 206.2268
23 27 26.0031 0.9969 0.99381
20 26 24.813 1.187 1.408969
14 25 22.4328 2.5672 6.590516
21 28 25.2097 2.7903 7.785774
18 17 24.0196 -7.0196 49.27478
15 27 22.8295 4.1705 17.39307
17 21 23.6229 -2.6229 6.879604
16 24 23.2262 0.7738 0.598766
9 18 20.4493 -2.4493 5.99907
5 18 18.8625 -0.8625 0.743906
6 14 19.2592 -5.2592 27.65918
19 28 24.4163 3.5837 12.84291
19 21 24.4163 -3.4163 11.67111
10 22 20.846 1.154 1.331716
20 20 24.813 -4.813 23.16497
13 21 22.0361 -1.0361 1.073503

Σ

396.4958

The standard error is given by,


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