In: Statistics and Probability
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 |
||||||||||||
(c) | Find the size, mean and
standard deviation of each group.
(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. |
(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 |
||||||||||||
(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
Find the size, mean and standard deviation of each group.
(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. |