In: Statistics and Probability
Is it true that students tend to gain weight during their first year in college? Cornell Professor of Nutrition David Levitsky recruited students from two large sections of an introductory health course. Although they were volunteers, they appeared to match the rest of the freshman class in terms of demographic variables such as sex and ethnicity. The students were weighed during the first week of the semester, then again 12 weeks later at the end of the semester (weights are in pounds).
subject | initial weight | terminal weight |
1 | 171 | 168 |
2 | 110 | 111 |
3 | 134 | 136 |
4 | 115 | 119 |
5 | 150 | 155 |
6 | 104 | 106 |
7 | 142 | 148 |
8 | 120 | 124 |
9 | 144 | 148 |
10 | 156 | 154 |
11 | 114 | 114 |
12 | 121 | 123 |
13 | 122 | 126 |
14 | 120 | 115 |
15 | 115 | 118 |
16 | 110 | 113 |
17 | 142 | 146 |
18 | 127 | 127 |
19 | 102 | 105 |
20 | 125 | 125 |
21 | 157 | 158 |
22 | 119 | 126 |
23 | 113 | 114 |
24 | 120 | 128 |
25 | 135 | 139 |
26 | 148 | 150 |
27 | 110 | 112 |
28 | 160 | 163 |
29 | 220 | 224 |
30 | 132 | 133 |
31 | 145 | 147 |
32 | 141 | 141 |
33 | 158 | 160 |
34 | 135 | 134 |
35 | 148 | 150 |
36 | 164 | 165 |
37 | 137 | 138 |
38 | 198 | 201 |
39 | 122 | 124 |
40 | 146 | 146 |
41 | 150 | 151 |
42 | 187 | 192 |
43 | 94 | 96 |
44 | 105 | 105 |
45 | 127 | 130 |
46 | 142 | 144 |
47 | 140 | 143 |
48 | 107 | 107 |
49 | 104 | 105 |
50 | 111 | 112 |
51 | 160 | 162 |
52 | 134 | 134 |
53 | 151 | 151 |
54 | 127 | 130 |
55 | 106 | 108 |
56 | 185 | 188 |
57 | 125 | 128 |
58 | 125 | 126 |
59 | 155 | 158 |
60 | 118 | 120 |
61 | 149 | 150 |
62 | 149 | 149 |
63 | 122 | 121 |
64 | 155 | 158 |
65 | 160 | 161 |
66 | 115 | 119 |
67 | 167 | 170 |
68 | 131 | 131 |
1) Construct a dotplot depicting the distribution of the change in the students’ weights from the beginning of the semester to the end of the semester.
2)Suppose Professor Levitsky wishes to use the data he collected from his students in a research paper. He wants to prove freshman students tend to gain weight during their first semester in college.
Frame this research question as a hypothesis testing problem. Identify the parameter being tested, the null value, and explicitly write out the null and alternative hypothesis in terms of the parameter and null value.
1. The dot plots are:
2. The hypothesis being tested is:
H0: µ1 = µ2
H1: µ1 < µ2
136.074 | mean initial weight |
137.985 | mean terminal weight |
-1.912 | mean difference (initial weight - terminal weight) |
2.128 | std. dev. |
0.258 | std. error |
68 | n |
67 | df |
-7.407 | t |
2.81E-10 | p-value (two-tailed) |
The p-value is 0.0000.
Since the p-value (0.0000) is less than the significance level (0.05), we can reject the null hypothesis.
Therefore, we can conclude that freshman students tend to gain weight during their first semester in college.