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Section 3.4 Measures of Position and Outliers You Explain it – Percentiles & Quartiles: The 5thpercentile...

  1. Section 3.4 Measures of Position and Outliers

You Explain it – Percentiles & Quartiles:

  1. The 5thpercentile of the weight of males 36 months of age is 12.0 kg.
  2. The 95thpercentile of the length of newborn females is 53.8 cm.

One variable that is measured by online homework systems is the amount of time a student spends on homework for each section of the text. The following is a summary of the number of minutes a student spends for each section of the text for the fall 2014 semester in a college statistics class at UHWO.

Q1 = 42         Q2 = 51.5         Q3 = 72.5

  1. Provide an interpretation of these results.
  2. Determine and interpret the interquartile range.
  3. Suppose a student spends 2 hours doing homework for a section. Is this an outlier?
  4. Do you believe that the distribution of time spend doing homework is skewed or symmetric? Explain your answer.

Solutions

Expert Solution

Percentiles and Quartiles are nothing but the relative positions of the observations in a data set.

a. Percentile can be considered as the value below which a given percentages of values in the data set lies.Hence, 5thpercentile of the weight of males 36 months of age is 12.0 kg would simply imply that 5% of the males (36 months of age) under study have weight less than 12 Kg.

b. 95thpercentile of the length of newborn females is 53.8 cm would mean that length of 95% of the newborn females is less than 53.8 cm.

Given that

c. Quarter is nothing but a fourth of the whole. Thus, first quarter would be the 25th percentile, the value below which one-fourth (25%) of the values lie;  second quarter would be the 50th percentile, the value below which half (50%) of the values lie; and third quarter would be the 75th percentile, the value below which three-fourth (75%) of the values lie.

Hence, based on the given data, we may infer that,

- 25% of the values in the data set lie below 42 - 50% of the values in the data set lie below 51.5 - 75% of the values in the data set lie below 72.5

d. Interquartile range is defined as the difference between the third and the first quartile.

= 30.5

It is a measure of how spread the observations in the data set are. Here, the range of middle 50% of the data is 30.5.

e. An observation can be considered to be an outlier if it lies below or above

Here,

= 42 - 1.5 (30.5)

= -3.75

= 72.5 + 1.5 (30.5)

= 118.75

Since, the observation '2' lies within (-3.75,118.75), we may conclude that this is not an outlier.

f. A distribution is said to be symmetric if the median / second quartile lies in the middle of the first and third quartile. Here,

and

We find that the median is a lot closer to the first quartile as compared to that of the third quartile. This implies that the distribution has a longer right tail (Using box plot):

Hence, we may conclude that the distribution of time spend doing homework is skewed to the right.


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