Classifying Variables And Probability Calculations

Answer 2.a)

Variable

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Classification

License

Nominal variable (Licensed, Learners permit and Not licensed)

Sex

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Nominal variable (Male and Female)

Activities

Numerical variable

Transport

Nominal variable (Passenger, Driver and Other)

MVPA

Numerical/quantitative variable

logMVPA

Numerical/quantitative variable

sed

Numerical/quantitative variable

yourID

Nominal variable

Answer 2.a)

Total percentages:

Transport/Sex

Drivers

Passengers

Other

Total

Female

6.6

26.2

14.4

47.2

Male

16.6

24.7

11.4

52.8

Total

23.2

50.9

25.8

100.0

Pearson’s Chi-square test:

Chi-square components:

 

Transport

Sex

Driver

Passenger

Other

Female

4.64

0.52

1.07

Male

4.16

0.47

0.95

Chi-square test:

χ2 statistic

11.808

Degrees of freedom

2

p-value

0.002729

Answer 2.b)

The hypotheses indicate that-

Null hypothesis (H0): Sex and transport are independent to each other.

Alternative hypothesis (HA): Sex and transport are associated to each other.

The p-value (0.002729) of the test is less than 0.05. Therefore, the null hypothesis of independence of these two variables is rejected with 95% confidence and alternative hypothesis of association of these variables is accepted with 95% probability. It could be interpreted that gender (sex) and modes of transportation (transport) are related to each other.

Answer 3.b)

 

Statistics

License types

IQR

Skewness

Kurtosis

Not licensed

3

0.0543

-0.7815

Learners permit

3

-0.0268

-0.8808

Licensed

2

-0.0928

-0.5112

Shapiro-Wilk normality test

Normality measures

License types

Statistic (W)

p-value

Significance

Not licensed

0.96166

0.02912

Yes

Learners permit

0.95517

0.006442

Yes

Licensed

0.95826

0.0009744

Yes

Answer 3. c)

            The distribution of activities of licensed products is more right skewed than the distributions of activities of non-license and learners permit. The mean activity level of license is greater than non-license and learners permit. As all the p-values are less than 5%, therefore, the assumption of normality is violated. However, p-value is comparative greater in case of non-license. Hence, non-license activities is comparatively more normally distributed than other two histograms.

Answer 4.

            The scatter plot of self-reported sedentary hours per week (sed) and number of activities (Activities) attended in the previous month has moderately strong and negative link (in terms of correlation) between themselves.  For, higher value of ‘sed’, ‘Activities’ decreases and for lower value of ‘sed’, ‘Activities’ increases.

Answer 5.

Initials

Age in years

Gender

Area of study

HP

17

Male

Nursing

RT

19

Male

Accounting

SK

20

Female

Psychology

KZ

20

Male

Psychology

AN

21

Female

Nursing

KK

22

Female

Psychology

JH

22

Male

Psychology

PV

25

Female

Nursing

If a person at random is selected from this group, then the probability that a person would be 18 or more than years of age If a person is selected at random from ‘Area of study’, then the probability that a person would be a female who is studying psychology 

If a female is selected at random who is female and whose age is 21 years or more years old

Answer 6.

            As the random sample of 250 adults would contain 25 or fewer people whose blood group is B, then, k = 25. Here, number of total samples (n) = 250, probability (p) = 0.1.

Therefore, the probability that the sample size of 25 samples or less whose blood group is B among all Australian adults = 0.552995.

Answer 6.b)

            200 samples were drawn and each of the samples contains exactly 250 people. The samples (sample size = 250) should contain fewer than 102 people with type-B blood.

The z-score is recorded as 1.

Z =    

 = 8.2 + 1*0.6 = (8.2 + 0.6) = 8.8.

In 17 years old, 8.8 hours sleep causes a z-score of 1.

The probability = (7.5 <  < 8.0) = ( <  <  = ( <  <  =

(-1.16667< Z <  = (Z <  – (Z ≤  = 0.3707 – 0.123024 = 0.247676 (Lepetit and Strobel 2013).

            The probability that the sample mean for normal nights would lie between 7.5 and 8 hours per night = 0.248.

            For a random sample of sixteen 17 years old people, (16 * 0.247676) = 4 people would be expected to sleep between 7.5 to 8 hours.

References

Baty, F., Ritz, C., Charles, S., Brutsche, M., Flandrois, J.P. and Delignette-Muller, M.L., 2015. A toolbox for nonlinear regression in R: the package nlstools. Journal of Statistical Software, 66(5), pp.1-21.

Lepetit, L. and Strobel, F., 2013. Bank insolvency risk and time-varying Z-score measures. Journal of International Financial Markets, Institutions and Money, 25, pp.73-87.

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