In: Statistics and Probability
The SAT and the ACT are the two major standardized tests that colleges use to evaluate candidates. Most students take just one of these tests. However, some students take both. The data data478.dat gives the scores of 60 students who did this. How can we relate the two tests?
obs sat act 1 736 16 2 958 17 3 787 17 4 626 16 5 887 16 6 1152 20 7 888 23 8 862 23 9 1276 26 10 903 19 11 720 16 12 1108 25 13 723 14 14 933 20 15 1332 28 16 1070 23 17 878 21 18 832 20 19 624 17 20 757 16 21 727 14 22 751 14 23 1158 23 24 905 21 25 993 22 26 669 15 27 468 11 28 926 18 29 553 13 30 1006 21 31 805 13 32 801 15 33 1191 20 34 1230 29 35 1043 24 36 687 17 37 769 19 38 864 21 39 748 16 40 1036 20 41 991 21 42 1000 20 43 698 16 44 1032 26 45 723 22 46 647 8 47 1288 27 48 856 19 49 557 14 50 901 21 51 814 16 52 789 14 53 885 23 54 692 15 55 1059 25 56 1198 27 57 1047 23 58 815 19 59 1223 22 60 1110 28
(a) Plot the data with SAT on the x axis and ACT on the
y axis. Describe the overall pattern and any unusual
observations.
(b) Find the least-squares regression line and draw it on your
plot. Give the results of the significance test for the slope.
(Round your regression slope and intercept to three decimal places,
your test statistic to two decimal places, and your
P-value to four decimal places.)
ACT = | + (SAT) |
t = | |
P = |
(c) What is the correlation between the two tests? (Round your
answer to three decimal places.)