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The Admissions officer for the graduate programs at the University of Pennsylvania believes that the average score on the LSAT exam at his university is

The Admissions officer for the graduate programs at the University of Pennsylvania believes that the average score on the LSAT exam at his university is significantly higher than the national average of 1300. An accepted standard deviation for LSAT scores is 125. A random sample of 32 scores had an average of 1340. She wants to test her claim with alpha =0.05

What is the hypothesis (select one: upper, lower, two) Blank 1 tail(s), value of the test statistics Blank 2, value of the critical value or p-value Blank 3.

We (select one: reject, fail to reject) Blank 4 the null hypothesis. For this case, it is that you (select one: obtained or not obtained) Blank 5 evidence to support the officer's claim.

Traffic Data Set

California New York Texas
30.4 43.6 17.6
24.6 21.6 30.6
34.8 24.1 26.9
26.8 27.5 10.1
17.6 28.9 18.8
27 19.1 31.4
20 36.9 44.2
50.7 40.8 24.6
24.4 9.5 29.5
36.8 37.4 38.1
42.2 38.9 30.3
26.3 46.2 11.7
14 35.8 35.8
28.5 20.7 22.4
36.9 37.8 17
25.6 49.7 15.4
25.9 44.3 15.4
29.5 12.1 6.8
29.7 43.7 14.8
30.5 35.9 59.3
20 30.2 5.3
23.2 8.5 0.6
20.7 34.6 20.7
6.2 37.9 18.6
44.2 50.9 24.9
28.2 24.2 9.3
28.8 39.1 11.9
16.6 20.4 19.6
20.2 12.4 31
13.1 28 25.9
16.9 28.4 52.6
32.4 19.4 38.3
19.6 42.5 34
12.8 27.2 24.9
30.2 22.6 32.1
65.1 50.8 43
25.5 34.1 31.1
17.5 27.1 16.8
11.1 38.9 34.1
48.8 28.7 40.4
38.9 54.2 29.4
23.1 30.6 9.8
21.6 15.9 19.5
22.3 15.1 9.6
27.3 30.1 21.6
30.7 32.2 26.5
39.3 42.9 3
34.4 19.1 24.2
21.4 28.1 31.3
36.1 12.4 30.8
27.1 38.3 26.5
36.9 29.3 17.4
39.8 32.5 9.6
24.6 20.9 15.9
15.9 45.7 33.7
10.7 50.1 25.2
15.1 12.9 30.6
21.4 38.3 28.1
25.1 19.4 37.7
27.2 17.5 22
27.8 39 18.2
28.5 12.1 22.6
12.5 22.9 24.2
26.2 8.9 18.2
26.6 39.8 30.4
22.3 12.1 20.3
33.9 16.1 27.8
13.2 45.1 31.7
19.9 58.3 18.1
28.7 22 44.9
30.1 38.3 12.1
31.1 23.4 18.9
18 26.6 36.1
33.6 18.9 21.4
32.6 41.1 9.6
35.6 30.3 38.6
25 46.6 17.2
36.2 24.3 16.2
33 17.2 50.7
24.9 33.7 7.5
33.8 22.4 29.1
38.5 40.2 14.2
22 23.2 7.9
39.9 27.5 16.3
21 29.4 23.8
17 40.7 14.6
24.7 46.2 20.5
22.9 21.5 17.6
29.9 39.6 26.7
9.4 28.9 20.1
35.6 15.9 28
30.4 16.9 25
24.5 40.5 22.8
37.1 22.2 46.2
23.1 31.4 20.1
37.6 37.5 19.3
40 21.4 31.6
32.9 37.3 18
29.7 26.9 25
29.1 34.4 34.5
22.5 27.2 17.6
39.9 22.9 22.4
28.3 26.9 14
28.3 43.4 30.2
31.2 40.2 39.5
32.3 20.7 16.3
18.9 35.9 5.1
20.7 19.9 34.7
25.3 59.5 24.4
22.3 28.3 30.4
11.1 26.6 24
2.1 65 31.5
5.8 55.7 39.2
35.3 20.5 19.6
24 8.2 27
22.1 24.7 22.2
35.4 45 49.2
34.6 54.3 33.3
49.8 18.1 12.8
40 43.8 14.4
28.6 46.9 28.6
16 33.5 40.7
12.3 50.9 44.5
25.4 32 34.1
30.1 24.7 13.9
15.2 31.2 31.2
22.2 25.7 12.8
22.7 34.8 37.1
30.3 33.4 35.7
14.1 33.7 11.2
30.5 24.4 19.9
20.8 66 18.4
27.2 34.5 14.4
25.5 35 31
38.2 42.6 1.4
12.6 55.2 35.4
34.9 34.5 34
24.7 31.8 1.5
20.6 25.9 35.6
21.3 31.9 12.7
8.1 41.6 23.4
27.9 10.8 30.8
19.9 64.2 23.7
27.2 31.1 1.4
29.4 28.6 25.7
22.3 45.4 45.8
48.9 39.4 36.9
39.3 40.5 27.3
27.6 13.3 30.2
33.3 19.4 28.6
27.2 41.4 23.5
12 32.6 14.5
36.2 19.7 22.6
2.6 7.6 40.1
27.4 32.5 24.9
33.3 16.8 5.2
26.7 29.7 3.2
30.7 31.2 49
55.1 29.8 37.9
30.7 49.8 35.1
17.6 25.4 29.2
36.3 40.2 19.9
12.2 4.1 33.5
24.4 23.3 47.1
32.5 21.3 20.9
32.4 11 19.6
44.2 15.4 13.9
29.7 25.2 20.4
24.6 51 15.4
19.4 34.3 25.1
32.7 16.5 25.7
22.6 39.6 30.9
28.8 21.2 10.5
27.6 30.3 35.7
35.3 47.5 32.6
20.3 27.3 27
18.7 23.1 29.9
25.1 46.7 36.2
25.7 34.1 33.9
14.6 32 24.8
13.7 24.6 19.5
34.3 42.6 29.6
30.8 17.9 40.7
39.8 37.6 26.2
30.9 24.8 12.4
33.9 12.4 23.1
37.3 32.3 14.5
35 47 29.9
14.5 16.8 29
18.4 32.3 31.2
19.6 47.7 8.9
29.9 60 28
37.4 17.4 29.1
21 64.4 22
23.1 13.9 20.3
13.6 9.8 22.4
46.3 16.9 30.1
28.6 55.3 10.5
37.9 43.3 20.7
27.8 46.3 44.2
25.9 20.7 36.7
25.3 24.4 39.6
39.7 33.4 29.7
48.6 37.3 26.9
14.5 25.9 23.1
15.4 20.6 33.1
12.2 55 42
20.8 31.8 31
33.4 38.2 14.4
23.2 36.3 23.8
31.1 27.6 19.8
14.7 35.1 40.5
18.4 18.8 25.3
29.6 54.2 48.5
23.4 20.9 30
22.3 24.6 34.1
23.5 27.8 21.6
33.9 36.9 41.2
34.1 14.6 31.9
22.5 37 6.8
27.2 29.6 32.9
31.5 45.3 37.5
26.7 44.6 15.4
37.1 38.2 13.6
31.5 14.2 37.3
26.2 8.5 18.6
1.9 52.5 18.3
37.1 48.9 47
27.1 52.2 21.5
12.8 60 29
34.9 24.9 29.4
32.9 15.6 25.6
56.3 24.2 28.7
36.9 23.5 10.7
17.4 33.4 29.8
8.9 19.7 23.3
15.2 24.2 18.1
42.8 34.2 25.5
23.6 40.6 38
41.7 17.6 24.3
30.1 18.7 35.8
23.5 56.8 24.5
36.1 30.1 7.6
9.9 24.4 17.3
17.4 35.1 18.5
29.4 15.2 31
26.6 28.5 18.7
34.5 16.7 29.2
22.1 21 22.5
21.7 7.5 35
27.6 38.8 32.1
7.7 26.2 29.7
24.7 16 30.2
16.6 47.3 3.8
27.7 11.1 13.8
21.6 23.7 19.4
23.8 31.2 30.7
43.6 18.5 24.6
16 47.7 5.9
27.4 42.9 1.5
17.4 26.1 35.4
33.6 27.7 21.5
17.8 26.5 37.6
35.5 21.6 1.7
34.7 34.9 7.3
17.5 27.3 26.1
10 40.1 19.7
20.4 28.9 34.6
32.5 39.9 23.8
29.9 17.2 28
41.3 15.3 32.9
8.8 32.2 21.6
14.6 18.2 27.8
27.9 56.9 27.3
6.8 27.4 23
33.3 34.7 35.1
1.8 5.5 14.4
26.7 33.1 25.5
29.2 53 20.3
41.9 23.9 18.6
22.9 29.2 6
27.7 23 13
16.1 18.2 23.5
31 21.1 33.7
20.7 48.9 26.6
27 35.7 14.7
26.8 20.5 9
34.7 39.9 19.8
36.5 32.9 26
20.5 24.3 34.7
22.4 21 18.2
13.8 39.3 9.6
21.5 16.7 36.4
29 24.9 22.5
31.2 24 5.2
33.6 15 33.8
20.6 34.3 22.6
11.7 41.6 21.8
22.6 32.1 35
24.7 34.5 23.1
33.1 35.9 21
38.3 32.8 29
30.4 43.8 20.6
43.8 27.6 25
32.1 42.8 30.9
20 13 11.3
1.3 21.1 41
35 38.3 11.4
36.3 24.2 8.6
24.8 34.6 36.2
23.2 20 20.4
18.4 48.7 19.1
34 53.9 15.2
12.8 13.3 7.8
38.5 46.8 24.4
47 15.9
32.5 14.7
18.5 39.9
52.3 32.1
34 8.3
10.3 24.2
56.7 38.7
40.6 31.1
10 23.4
43.8 10.6
16.8 19.8
47.7 32
28.4 20.1
30.8 21.5
41.3 18.7
40.8 46
32.2 13.8
32.7 39.5
34.4 22.7
21.6 17.1
17.3 39.2
36.8 27.7
17.1 13.7
42.7 12.5
35.1 34.1
26 12.1
31.2 22.6
38.9 16.5
26.5 10.7
11.9 28.6
53.8 26.1
38.1 1.3
38.2 45.3
27.5 21.9
42.3 25.2
47.4 22.3
25 28.9
31.3
40.3
17.9
47
48.9
21
30.4
41
24.1
15.3
60.7
39.6
31.7
46.5
17.9
18.9
23
1.9
28.7
24.8
19.2
29.3
20.9
17.2
38
26.9
23.1
24.1
41.1
37.3
33
1.3
27.4
26.9
58.6
41.1
54
27.6
38.5
39.4
30.2
48.2
32
41.7
27.2
47.2
27.2
24.1
50.8
12.2
31.3
39.4

Question 3

Refer to traffic dataset. As large cities grow larger, traffic congestion also increases. To measure how commuting time differs between California, New York, and Texas, random samples of commuters in each state were drawn. Is there sufficient evidence to infer that differences in commuting time exists between the three states? Run an ANOVA test and report the F- calculated (3 decimal values)

6 points

Question 4

We (found, did not find) Blank 1 enough evidence to claim that at least 2 of the means are different.

4 points

Question 5

Report the hypothesis that you are testing and your conclusion.

CollegeCost dataset

INSTNM YEAR TC FTUG FTGR FTEF CF FTST PRIVATE
Claremont Graduate University 1989 2245.00 14.47 0.35 0.46 0.05 0.96 1.00
Claremont Graduate University 1991 77935.00 0.00 0.46 19.98 4.15 12.22 1.00
Claremont Graduate University 1999 37933.00 0.00 0.53 9.77 1.91 6.88 1.00
Claremont Graduate University 2002 2623.00 15.52 1.66 0.39 0.00 0.47 1.00
Claremont Graduate University 2005 25506.00 0.00 1.64 4.96 1.00 4.93 1.00
University of Southern California 1987 44290.00 14.49 3.16 8.94 4.47 10.74 1.00
University of Southern California 1991 57742.00 13.99 6.01 11.24 6.15 15.06 1.00
University of Southern California 1999 56613.00 14.70 5.44 10.19 4.76 13.66 1.00
University of Southern California 2002 103321.00 3.81 10.84 18.99 8.52 25.35 1.00
University of Southern California 2005 59024.00 16.07 12.75 11.20 5.09 12.84 1.00
University of Denver 1987 28631.00 2.68 1.11 7.16 1.38 6.76 1.00
University of Denver 1989 55450.00 0.00 1.44 13.44 3.15 11.24 1.00
University of Denver 1991 26413.00 2.72 2.39 6.65 1.16 6.11 1.00
University of Denver 1999 27880.00 3.21 1.84 5.77 0.88 9.60 1.00
University of Denver 2002 68245.00 0.00 2.84 12.50 4.67 25.02 1.00
University of Denver 2005 33533.00 4.43 3.14 7.88 1.41 9.19 1.00
Yale University 1987 92957.00 5.16 3.98 18.41 11.35 17.47 1.00
Yale University 1989 107866.00 5.18 4.06 20.86 12.96 19.61 1.00
Yale University 1991 105493.00 5.18 5.47 21.81 14.16 21.15 1.00
Yale University 1999 132960.00 5.41 4.31 25.66 17.48 27.54 1.00
Yale University 2002 151039.00 5.27 5.91 27.47 18.46 32.88 1.00
Yale University 2005 174784.00 5.35 5.93 24.84 11.35 31.69 1.00
Catholic University of America 1987 25630.00 2.84 0.97 8.60 1.01 7.93 1.00
Catholic University of America 1989 29976.00 2.98 0.95 8.99 0.81 5.54 1.00
Catholic University of America 1991 27702.00 2.68 1.68 9.69 0.46 6.24 1.00
Catholic University of America 1999 33752.00 2.34 0.72 10.29 0.67 8.58 1.00
Catholic University of America 2002 35488.00 2.47 1.36 10.19 0.35 12.57 1.00
Catholic University of America 2005 35607.00 2.80 1.41 9.33 0.36 9.87 1.00
George Washington University 1987 52713.00 6.03 2.52 8.80 3.34 15.26 1.00
George Washington University 1989 62267.00 6.05 2.58 9.29 3.59 15.86 1.00
George Washington University 1991 58504.00 5.73 4.38 9.78 3.81 16.23 1.00
George Washington University 1999 57375.00 7.43 3.37 9.64 3.91 13.65 1.00
George Washington University 2002 40564.00 8.95 5.64 8.99 2.40 12.59 1.00
George Washington University 2005 42234.00 9.74 5.84 8.16 2.18 12.02 1.00
Georgetown University 1987 83616.00 5.53 0.94 10.36 5.94 25.19 1.00
Georgetown University 1989 93658.00 5.45 1.29 8.19 2.33 7.78 1.00
Georgetown University 1991 92695.00 5.74 4.01 10.97 6.80 28.80 1.00
Georgetown University 1999 98147.00 6.09 2.42 12.76 6.82 24.47 1.00
Georgetown University 2002 57747.00 6.12 5.42 10.14 2.77 14.01 1.00
Georgetown University 2005 61831.00 6.50 5.73 10.59 3.42 13.69 1.00
Howard University 1987 73794.00 7.31 0.82 13.99 2.80 25.77 1.00
Howard University 1991 72409.00 7.10 1.89 11.24 4.86 23.63 1.00
Howard University 1999 94338.00 5.11 1.55 13.26 5.03 11.45 1.00
Howard University 2002 79407.00 6.45 2.98 13.38 5.76 15.23 1.00
Howard University 2005 78627.00 6.77 3.07 11.75 4.30 14.92 1.00
University of Miami 1987 64370.00 7.56 1.22 12.39 6.25 10.05 1.00
University of Miami 1989 74500.00 7.75 1.95 13.69 7.75 11.01 1.00
University of Miami 1991 72593.00 8.01 4.08 14.52 8.88 11.95 1.00
University of Miami 1999 84330.00 7.83 2.40 16.16 10.55 20.43 1.00
University of Miami 2002 89727.00 8.94 4.29 16.10 7.64 21.22 1.00
University of Miami 2005 97017.00 9.77 4.40 15.89 7.78 16.16 1.00
Nova Southeastern University 1987 16684.00 1.31 1.90 1.70 1.21 7.22 1.00
Nova Southeastern University 1989 18894.00 1.86 1.73 2.04 1.43 7.26 1.00
Nova Southeastern University 1991 19310.00 2.07 1.92 2.07 1.58 9.17 1.00
Nova Southeastern University 1999 25000.00 2.61 3.73 6.28 3.55 6.26 1.00
Nova Southeastern University 2002 24278.00 2.78 6.79 5.66 0.87 6.59 1.00
Nova Southeastern University 2005 22582.00 3.38 9.14 5.82 3.73 5.62 1.00
Emory University 1987 125750.00 4.93 1.22 13.99 7.76 24.87 1.00
Emory University 1989 131873.00 5.29 1.40 14.68 9.39 26.34 1.00
Emory University 1991 127638.00 5.30 3.11 15.12 9.74 29.68 1.00
Emory University 1999 193913.00 6.05 2.47 21.42 15.52 22.98 1.00
Emory University 2002 199197.00 6.18 4.58 22.37 12.50 32.83 1.00
Emory University 2005 224658.00 6.42 4.87 23.34 13.36 31.73 1.00
University of Chicago 1987 139995.00 3.17 4.40 11.77 5.03 21.18 1.00
University of Chicago 1989 150868.00 3.35 4.72 11.07 4.80 22.77 1.00
University of Chicago 1991 156716.00 3.35 5.89 11.26 5.18 25.76 1.00
University of Chicago 1999 157126.00 3.80 5.22 21.32 12.30 23.98 1.00
University of Chicago 2002 156010.00 4.19 6.66 20.60 2.17 28.89 1.00
University of Chicago 2005 166671.00 4.61 6.82 18.92 8.46 23.46 1.00
Illinois Institute of Technology 1987 30925.00 1.91 0.55 8.25 1.39 4.25 1.00
Illinois Institute of Technology 1989 29653.00 1.85 0.52 8.60 1.83 4.85 1.00
Illinois Institute of Technology 1991 27835.00 1.75 1.35 5.57 1.02 4.05 1.00
Illinois Institute of Technology 1999 36068.00 1.28 1.10 8.05 1.61 8.29 1.00
Illinois Institute of Technology 2002 36868.00 1.54 2.35 8.34 0.00 8.85 1.00
Illinois Institute of Technology 2005 35745.00 1.99 2.59 8.89 2.19 8.09 1.00
Loyola University Chicago 1987 63248.00 5.58 0.83 10.49 2.37 18.04 1.00
Loyola University Chicago 1989 71398.00 5.82 0.93 11.50 4.65 19.27 1.00
Loyola University Chicago 1991 77019.00 5.71 2.40 12.77 5.01 19.71 1.00
Loyola University Chicago 1999 42098.00 5.42 1.28 13.24 4.41 20.85 1.00
Loyola University Chicago 2002 34205.00 6.00 3.74 8.34 2.76 8.40 1.00
Loyola University Chicago 2005 27479.00 8.32 3.98 9.16 3.22 5.08 1.00
Northwestern University 1987 53205.00 7.61 3.81 8.87 2.57 7.86 1.00
Northwestern University 1989 57050.00 7.65 4.06 9.70 3.37 7.50 1.00
Northwestern University 1991 60243.00 7.60 6.00 11.42 5.44 8.66 1.00
Northwestern University 1999 64655.00 7.96 4.44 12.34 5.50 10.59 1.00
Northwestern University 2002 71278.00 7.80 6.26 20.26 6.96 15.12 1.00
Northwestern University 2005 80265.00 8.05 6.97 12.62 4.70 15.44 1.00
University of Notre Dame 1987 38822.00 7.55 1.41 8.58 1.50 7.97 1.00
University of Notre Dame 1989 45614.00 7.59 1.46 7.47 0.89 7.41 1.00
University of Notre Dame 1991 43191.00 7.60 2.10 7.13 0.13 10.67 1.00
University of Notre Dame 1999 48395.00 7.98 1.85 7.78 0.09 9.82 1.00
University of Notre Dame 2002 57398.00 8.22 2.79 8.12 0.13 15.25 1.00
University of Notre Dame 2005 60515.00 8.26 2.98 9.06 1.01 13.54 1.00
Tulane University of Louisiana 1987 56211.00 5.44 1.42 9.58 4.83 8.96 1.00
Tulane University of Louisiana 1989 67799.00 5.50 1.55 9.82 5.17 8.13 1.00
Tulane University of Louisiana 1991 67922.00 5.36 3.44 9.29 4.52 8.24 1.00
Tulane University of Louisiana 1999 57958.00 5.62 2.08 11.02 3.60 7.36 1.00
Tulane University of Louisiana 2002 61109.00 5.85 3.85 10.09 4.96 10.75 1.00
Johns Hopkins University 1987 192510.00 2.73 2.51 22.17 14.98 9.25 1.00
Johns Hopkins University 1989 214109.00 2.94 2.62 22.29 15.32 9.42 1.00
Johns Hopkins University 1991 192588.00 3.30 3.28 21.45 14.78 10.50 1.00
Johns Hopkins University 1999 177584.00 4.55 3.83 20.50 15.83 14.61 1.00
Johns Hopkins University 2002 207826.00 4.67 4.91 28.72 18.85 21.08 1.00
Johns Hopkins University 2005 229881.00 5.15 5.65 24.36 7.07 36.42 1.00
Boston College 1987 24420.00 9.01 0.97 4.52 0.36 4.45 1.00
Boston College 1989 31412.00 9.03 1.15 5.54 0.31 5.07 1.00
Boston College 1991 30637.00 9.17 2.08 5.43 0.33 5.53 1.00
Boston College 1999 33182.00 9.41 1.53 7.53 0.85 7.44 1.00
Boston College 2002 38745.00 9.16 2.54 6.87 0.55 8.00 1.00
Boston College 2005 42284.00 9.56 2.46 7.05 1.31 8.09 1.00
Boston University 1987 37149.00 14.61 3.83 7.10 3.07 7.42 1.00
Boston University 1989 41589.00 15.01 4.10 5.87 1.22 7.57 1.00
Boston University 1991 40839.00 14.61 6.66 8.64 3.80 8.44 1.00
Boston University 1999 43446.00 15.87 5.38 10.27 5.82 10.65 1.00
Boston University 2002 46495.00 16.33 7.55 10.86 6.97 28.36 1.00
Boston University 2005 48014.00 17.38 8.01 10.61 6.08 11.50 1.00
Brandeis University 1987 52068.00 2.84 0.71 10.97 1.95 13.80 1.00
Brandeis University 1989 34015.00 2.90 0.79 6.49 1.70 6.99 1.00
Brandeis University 1991 52686.00 2.83 0.81 9.88 1.98 12.60 1.00
Brandeis University 1999 48462.00 3.08 0.94 8.65 1.95 11.27 1.00
Brandeis University 2002 47669.00 3.03 1.28 7.50 0.00 11.04 1.00
Brandeis University 2005 49978.00 3.24 1.36 8.40 2.13 12.82 1.00
Clark University 1987 26455.00 2.28 0.21 8.00 0.95 5.34 1.00
Clark University 1989 31258.00 2.24 0.25 8.12 0.53 4.55 1.00
Clark University 1991 31529.00 2.17 0.31 9.19 0.47 4.42 1.00
Clark University 1999 28106.00 1.95 0.41 8.47 0.73 6.37 1.00
Clark University 2002 28575.00 1.97 0.49 15.84 0.00 7.84 1.00
Clark University 2005 29201.00 2.10 0.58 5.87 0.39 6.51 1.00
Harvard University 1987 81342.00 7.01 7.36 36.70 22.85 17.28 1.00
Harvard University 1989 98245.00 7.08 7.85 30.67 6.81 20.00 1.00
Harvard University 1991 86341.00 7.12 11.37 24.16 7.40 17.34 1.00
Harvard University 1999 112974.00 7.10 8.06 9.63 3.15 28.14 1.00
Harvard University 2002 128134.00 7.09 11.84 9.54 1.74 32.41 1.00
Harvard University 2005 142549.00 7.10 12.17 16.70 7.91 25.03 1.00
Massachusetts Institute of Technology 1987 181514.00 4.31 4.73 8.56 0.00 7.96 1.00
Massachusetts Institute of Technology 1989 189051.00 4.24 4.78 12.19 0.82 46.47 1.00
Massachusetts Institute of Technology 1991 178929.00 4.28 4.89 11.37 1.33 46.07 1.00
Massachusetts Institute of Technology 1999 168663.00 4.24 5.29 11.56 1.90 32.19 1.00
Massachusetts Institute of Technology 2002 181998.00 4.11 5.79 11.17 2.35 39.37 1.00
Massachusetts Institute of Technology 2005 212876.00 4.01 6.48 12.18 2.07 17.52 1.00
Northeastern University 1987 18440.00 15.22 1.71 3.45 0.14 3.41 1.00
Northeastern University 1989 19824.00 15.25 1.85 3.44 0.22 3.40 1.00
Northeastern University 1991 20538.00 12.43 2.71 3.81 0.19 3.74 1.00
Northeastern University 1999 23669.00 12.73 2.06 6.01 0.89 5.11 1.00
Northeastern University 2002 25479.00 14.14 2.80 6.06 0.00 6.21 1.00
Northeastern University 2005 30319.00 14.73 2.26 6.20 1.29 6.43 1.00
Tufts University 1987 48706.00 4.75 1.18 8.30 2.55 11.91 1.00
Tufts University 1989 55672.00 4.68 0.98 7.55 3.03 13.73 1.00
Tufts University 1991 52073.00 4.40 2.69 7.61 2.94 14.49 1.00
Tufts University 1999 50400.00 4.93 1.97 8.82 3.38 13.38 1.00
Tufts University 2002 55596.00 4.83 3.61 10.14 4.42 14.39 1.00
Tufts University 2005 60804.00 5.73 3.13 10.14 3.80 15.15 1.00
Saint Louis University-Main Campus 1987 52724.00 3.66 0.79 11.51 8.09 6.59 1.00
Saint Louis University-Main Campus 1991 53316.00 6.22 2.04 5.31 2.07 3.43 1.00
Saint Louis University-Main Campus 1999 48882.00 5.64 1.00 12.95 7.79 14.98 1.00
Saint Louis University-Main Campus 2002 49373.00 6.03 2.48 12.23 5.50 18.50 1.00
Saint Louis University-Main Campus 2005 50011.00 6.30 2.91 12.07 4.38 10.79 1.00
Washington University in St Louis 1987 86703.00 4.62 1.49 16.68 9.40 18.69 1.00
Washington University in St Louis 1989 94303.00 4.92 1.83 16.70 9.98 19.77 1.00
Washington University in St Louis 1991 99688.00 4.93 3.22 17.38 11.18 22.01 1.00
Washington University in St Louis 1999 112843.00 5.69 3.28 18.84 13.38 28.38 1.00
Washington University in St Louis 2002 133339.00 5.84 4.13 21.20 11.73 36.97 1.00
Washington University in St Louis 2005 142698.00 6.17 4.63 21.25 9.42 32.37 1.00
Dartmouth College 1987 67347.00 3.70 0.70 13.59 5.11 9.83 1.00
Dartmouth College 1989 78002.00 3.75 0.72 11.80 3.62 11.40 1.00
Dartmouth College 1991 78841.00 3.85 1.11 13.33 5.62 12.04 1.00
Dartmouth College 1999 89986.00 4.02 0.94 13.08 5.12 17.41 1.00
Dartmouth College 2002 106657.00 4.03 1.42 14.02 4.47 26.04 1.00
Dartmouth College 2005 116199.00 4.05 1.59 14.46 3.42 24.29 1.00
Princeton University 1987 111512.00 4.52 1.68 11.78 1.12 25.77 1.00
Princeton University 1989 125122.00 4.52 1.83 11.88 1.28 25.79 1.00
Princeton University 1991 106744.00 4.54 1.87 11.69 0.83 26.27 1.00
Princeton University 1999 108363.00 4.56 1.77 12.22 1.16 26.97 1.00
Princeton University 2002 124269.00 4.64 2.01 13.11 1.73 35.06 1.00
Princeton University 2005 136987.00 4.76 2.01 13.05 1.67 25.55 1.00
Stevens Institute of Technology 1987 39823.00 1.26 0.49 7.82 0.34 5.01 1.00
Stevens Institute of Technology 1989 40917.00 1.21 0.57 8.19 0.49 5.22 1.00
Stevens Institute of Technology 1991 33465.00 1.27 0.64 6.97 0.12 5.03 1.00
Stevens Institute of Technology 1999 33112.00 1.54 0.42 6.76 2.92 5.80 1.00
Stevens Institute of Technology 2005 42324.00 1.79 0.67 8.32 3.57 6.86 1.00
Clarkson University 1987 29894.00 3.27 0.38 5.25 0.00 4.04 1.00
Clarkson University 1989 32961.00 2.96 0.37 6.16 0.50 3.81 1.00
Clarkson University 1991 32148.00 2.78 0.37 6.23 0.66 4.20 1.00
Clarkson University 1999 27130.00 2.51 0.30 5.91 0.84 5.46 1.00
Clarkson University 2002 27237.00 2.73 0.34 4.97 0.45 5.71 1.00
Clarkson University 2005 30643.00 2.63 0.36 6.20 0.56 5.57 1.00
Columbia University in the City of New York 1987 71832.00 4.85 8.27 13.40 8.41 13.68 1.00
Columbia University in the City of New York 1999 98092.00 5.96 8.90 16.87 10.23 20.55 1.00
Columbia University in the City of New York 2002 120122.00 6.08 11.61 24.41 8.94 22.23 1.00
Columbia University in the City of New York 2005 133245.00 6.43 12.47 18.56 8.12 31.78 1.00
Cornell University 1987 65648.00 7.91 2.97 8.59 1.00 7.98 1.00
Cornell University 1989 72712.00 7.95 3.15 8.36 0.32 7.93 1.00
Cornell University 1999 69850.00 8.39 3.10 8.34 1.64 19.12 1.00
Cornell University 2002 72469.00 8.51 4.05 7.89 2.49 18.46 1.00
Cornell University 2005 79830.00 13.66 5.94 9.53 1.83 18.58 1.00
Fordham University 1987 19834.00 5.16 0.94 5.69 0.38 5.07 1.00
Fordham University 1989 24663.00 5.08 0.82 7.48 0.43 3.45 1.00
Fordham University 1999 24589.00 5.69 2.09 7.17 0.83 4.80 1.00
Fordham University 2002 25388.00 6.56 3.34 4.53 0.00 5.73 1.00
Fordham University 2005 30155.00 6.89 3.30 5.47 1.05 6.42 1.00
New York University 1987 66558.00 11.37 4.70 9.85 3.33 21.18 1.00
New York University 1989 76822.00 11.59 5.19 9.90 4.72 22.28 1.00
New York University 1991 69773.00 12.15 8.82 11.65 4.51 18.75 1.00
New York University 1999 59256.00 15.98 7.02 11.63 2.32 11.46 1.00
New York University 2002 69063.00 17.48 10.57 12.55 3.85 12.11 1.00
New York University 2005 73226.00 18.98 11.18 12.10 3.82 11.63 1.00
Polytechnic Institute of New York University 1987 29020.00 1.62 0.41 7.19 0.85 4.64 1.00
Polytechnic Institute of New York University 1991 36339.00 1.29 0.31 9.18 1.86 5.32 1.00
Polytechnic Institute of New York University 1999 31627.00 1.65 0.51 7.46 2.24 5.87 1.00
Polytechnic Institute of New York University 2002 37231.00 1.58 0.56 9.65 0.00 7.25 1.00
Polytechnic Institute of New York University 2005 40210.00 1.45 0.64 8.29 2.12 5.56 1.00
Rensselaer Polytechnic Institute 1987 40498.00 4.46 1.46 8.60 1.46 7.93 1.00
Rensselaer Polytechnic Institute 1989 45330.00 4.44 1.59 6.07 0.03 8.23 1.00
Rensselaer Polytechnic Institute 1991 41211.00 4.43 1.77 5.87 0.08 7.59 1.00
Rensselaer Polytechnic Institute 1999 36862.00 4.86 1.41 5.72 1.19 10.43 1.00
Rensselaer Polytechnic Institute 2002 42751.00 5.08 1.41 6.48 1.31 12.13 1.00
Rensselaer Polytechnic Institute 2005 55427.00 4.91 1.12 7.40 1.27 10.30 1.00
University of Rochester 1987 103680.00 4.63 1.93 21.53 13.36 34.74 1.00
University of Rochester 1989 112011.00 4.85 2.16 20.96 13.38 34.87 1.00
University of Rochester 1991 118045.00 4.98 2.78 20.78 13.26 36.71 1.00
University of Rochester 1999 204372.00 4.31 2.15 28.47 20.00 58.14 1.00
University of Rochester 2002 236439.00 4.45 2.75 22.52 14.33 35.29 1.00
University of Rochester 2005 270692.00 4.43 2.73 24.58 7.91 38.70 1.00
Syracuse University 1987 29053.00 12.52 2.31 6.44 0.73 6.13 1.00
Syracuse University 1989 31926.00 13.26 2.55 6.77 0.37 6.29 1.00
Syracuse University 1991 33346.00 11.95 3.45 6.15 0.45 6.79 1.00
Syracuse University 1999 32190.00 11.27 2.31 6.42 0.45 8.91 1.00
Syracuse University 2002 34554.00 11.58 3.23 6.73 1.04 11.18 1.00
Syracuse University 2005 37027.00 12.13 3.92 6.23 0.63 10.34 1.00
Teachers College at Columbia University 1987 37308.00 0.00 1.05 6.47 0.79 9.17 1.00
Teachers College at Columbia University 1989 35248.00 0.00 1.65 6.03 0.62 11.24 1.00
Teachers College at Columbia University 1991 30624.00 0.00 1.79 5.72 0.61 7.92 1.00
Teachers College at Columbia University 1999 33927.00 0.00 2.37 6.39 0.78 10.67 1.00
Teachers College at Columbia University 2002 36973.00 0.00 2.56 4.93 0.00 6.91 1.00
Teachers College at Columbia University 2005 42070.00 0.00 2.75 7.58 1.71 12.20 1.00
Yeshiva University 1987 94529.00 1.62 0.82 5.86 0.93 5.19 1.00
Yeshiva University 1989 102734.00 1.71 0.80 6.26 2.66 5.14 1.00
Yeshiva University 1991 99307.00 1.80 2.43 6.35 1.03 4.93 1.00
Yeshiva University 1999 76570.00 2.58 0.90 6.60 2.20 5.27 1.00
Yeshiva University 2002 85540.00 2.72 2.57 15.49 1.02 28.72 1.00
Yeshiva University 2005 92524.00 2.84 2.70 16.74 3.95 25.09 1.00
Duke University 1991 137658.00 6.09 4.55 23.04 14.53 43.28 1.00
Duke University 1999 220845.00 6.32 3.58 27.87 22.16 60.08 1.00
Duke University 2002 235068.00 6.15 5.96 28.51 12.80 51.26 1.00
Duke University 2005 239507.00 6.47 7.02 22.07 10.16 45.55 1.00
Wake Forest University 1987 67846.00 3.42 0.44 6.21 1.18 4.32 1.00
Wake Forest University 1989 83214.00 3.44 0.50 6.68 1.33 5.24 1.00
Wake Forest University 1991 85327.00 3.61 1.49 6.41 1.13 5.48 1.00
Wake Forest University 1999 123677.00 3.93 0.87 7.53 1.32 8.27 1.00
Wake Forest University 2002 134265.00 3.93 2.08 20.98 9.17 30.60 1.00
Wake Forest University 2005 143340.00 4.14 2.35 20.48 3.22 26.05 1.00
Case Western Reserve University 1987 58287.00 2.49 1.72 15.67 8.80 12.27 1.00
Case Western Reserve University 1989 66785.00 2.34 1.56 19.81 12.75 16.15 1.00
Case Western Reserve University 1991 62200.00 2.65 3.21 17.81 11.70 13.99 1.00
Case Western Reserve University 1999 66642.00 3.06 2.07 18.54 11.60 19.85 1.00
Case Western Reserve University 2002 79430.00 3.16 3.67 19.50 6.72 23.90 1.00
Case Western Reserve University 2005 96302.00 3.71 3.78 18.02 6.44 29.46 1.00
University of Dayton 1987 21375.00 6.49 0.82 4.47 0.52 6.19 1.00
University of Dayton 1989 24612.00 6.61 0.74 4.79 0.63 6.71 1.00
University of Dayton 1991 25427.00 6.24 1.42 5.02 0.72 7.33 1.00
University of Dayton 1999 29163.00 6.46 0.73 6.13 0.65 8.27 1.00
University of Dayton 2002 31645.00 6.55 1.58 5.76 0.00 7.25 1.00
University of Dayton 2005 32914.00 6.91 1.76 5.90 0.65 9.71 1.00
Carnegie Mellon University 1987 63632.00 4.14 1.61 9.66 1.27 17.15 1.00
Carnegie Mellon University 1989 72857.00 4.14 1.74 12.15 3.80 18.57 1

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