Question

In: Statistics and Probability

People gain weight when they take in more energy from food than they expend. Researchers wanted...

People gain weight when they take in more energy from food than they expend. Researchers wanted to investigate the link between obesity and energy spent on daily activity. Choose 20 healthy volunteers who don't exercise. Deliberately choose 10 who are lean and 10 who are mildly obese but still healthy. Attach sensors that monitor the subjects' every move for 10 days. The table below presents data on the time (in minutes per day) that the subjects spent standing or walking, sitting, and lying down. Is there a significant difference between the mean times the two groups spend lying down? Let μ1 be the mean time spent lying down by the lean group, and μ2 be the mean time for the obese group.

Time (minutes per day) spent in three different postures by lean
and obese subjects
Group Subject Stand/Walk Sit Lie
Lean 1         516.100 374.300 552.500
Lean 2         611.925 371.512 453.650
Lean 3         314.212 580.138 540.362
Lean 4         580.644 354.144 492.269
Lean 5         575.869 349.994 509.081
Lean 6         539.388 387.312 508.500
Lean 7         679.188 269.188 465.700
Lean 8         553.656 320.219 572.006
Lean 9         369.831 538.031 530.431
Lean 10         499.700 528.838 396.962
Obese 11         264.244 648.281 519.044
Obese 12         464.756 453.644 510.931
Obese 13         369.138 579.662 559.300
Obese 14         417.667 573.662 532.208
Obese 15         345.375 582.662 499.931
Obese 16         417.531 563.556 449.856
Obese 17         356.650 617.262 457.550
Obese 18         264.344 645.181 504.981
Obese 19         413.631 570.769 451.706
Obese 20         431.356 594.369 411.919
(a) What is the practical question that requires a statistical test?

Does the average time spent sitting differ from the average time spent lying down for lean and obese people?Do lean and obese people differ in the average time they spend lying down?    Do lean and obese people differ in the average time they spend sitting?Does the average time spent sitting or standing differ from the average time spent lying down for lean and obese people?

(b) State the null and alternative hypotheses.

H0: μ1 = μ2
Ha: μ1 > μ2H0: μ1μ2
Ha: μ1 = μ2    H0: μ1 = μ2
Ha: μ1μ2H0: μ1 > μ2
Ha: μ1μ2

(c) Find the size, mean and standard deviation of each group.
n

x

s
Lean
Obese    


(d) Calculate the test statistic.
t =
(e) Describe your results in this setting.

There is not enough evidence at the 5% significance level to reject the hypothesis that lean and moderately obese people spend (on average) the same amount of time lying down.There is enough evidence at the 5% significance level to reject the hypothesis that lean and moderately obese people spend (on average) the same amount of time lying down.    

Solutions

Expert Solution

(a) the practical question that requires a statistical test is

Do lean and obese people differ in the average time they spend lying down?

(b) the null and alternative hypotheses.

H0: μ1 = μ2
Ha: μ1 ≠ μ2

(c)

using minitab>stat>basic stat>two sample t

we have

Two-Sample T-Test and CI: Lie, Group

Two-sample T for Lie

SE
Group N Mean StDev Mean
Lean 10 502.1 52.3 17
Obese 10 489.7 45.2 14


Difference = μ (Lean) - μ (Obese)
Estimate for difference: 12.4
95% CI for difference: (-33.5, 58.3)
T-Test of difference = 0 (vs ≠): T-Value = 0.57 P-Value = 0.578 DF = 18
Both use Pooled StDev = 48.8888

Find the size, mean and standard deviation of each group.

n

x

s
Lean 10 502.1 52.3
Obese     10 489.7 45.2


(d) the test statistic.
t =0.57
(e) Describe your results in this setting.

There is not enough evidence at the 5% significance level to reject the hypothesis that lean and moderately obese people spend (on average) the same amount of time lying down.


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