Question

In: Statistics and Probability

Research Scenario With increases in obesity rates over the past several decades, health care providers have...

Research Scenario

With increases in obesity rates over the past several decades, health care providers have become concerned about the effects of obesity on health. As a health psychologist, you are interested in people’s perceptions and responses to food as this might influence obesity. You are curious if people that are impulsive or have difficult with impulse control are more likely to be obese and if they perceive sweet, high calorie foods as being more desirable than the general population. Given this, you screen a group of participants and recruit participants (n=20) that have high impulsivity scores (that is, they are more impulsive). From your sample, you collect participant’s weight and scores on the Food Perception Inventory (FPI) which measures individual’s preference for high calorie foods. For obesity, you know the national mean (168) and standard deviation (26.38), but you only know the population mean (103) for the FPI. Using the data below, answer the following questions:

Participant ID

Weight

FPI

1

204

115

2

198

111

3

219

119

4

250

122

5

170

105

6

232

110

7

178

104

8

177

107

9

192

109

10

198

110

11

203

115

12

211

114

13

198

112

14

212

120

15

215

119

16

236

120

17

196

115

18

198

115

19

180

112

20

210

121

Questions:

1. What type of statistic can you use to compare your patients scores to the population as well as with scores from other tests? Explain.

2. Convert your patient’s raw scores into z-scores and report them.

3. Describe your patient’s scores in terms of uniqueness or rareness.

4. Is your patient suffering from any statistically significant deficits and how do you know?

Solutions

Expert Solution

1. The z-statistic can be used to compare your patient's scores to the population as well as with scores from other tests because the z-statistic tells the standard deviation around the mean.

2.

Participant ID Weight FPI z-scores Weight z-scores FPI
1 204 115 0.01 0.24
2 198 111 -0.29 -0.53
3 219 119 0.76 1.01
4 250 122 2.32 1.59
5 170 105 -1.70 -1.68
6 232 110 1.42 -0.72
7 178 104 -1.30 -1.87
8 177 107 -1.35 -1.30
9 192 109 -0.60 -0.91
10 198 110 -0.29 -0.72
11 203 115 -0.04 0.24
12 211 114 0.36 0.05
13 198 112 -0.29 -0.34
14 212 120 0.41 1.20
15 215 119 0.56 1.01
16 236 120 1.62 1.20
17 196 115 -0.39 0.24
18 198 115 -0.29 0.24
19 180 112 -1.20 -0.34
20 210 121 0.31 1.39

3. Patient 4's scores are rare.

4. Yes, if the z-score is outside the range of -2 to 2, then it is suffering from any statistically significant deficits.


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