Lecture 4 - Measures of Spread - Range, Variance, Standard Deviation, IQR Flashcards

1
Q

Relationship between Shape and Center

A

Skewed Left - Report median (Q2)

  • Robust, not affected by outliers

Symmetric - typically report mean

Skewed, right - Report Q2 (median)

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2
Q

Question

For the following data
2, 1, 3, 1, 1, 2, 1
which of the following is true:

A) The median is less than the mean.
B) The mode is equal to the median.
C) The shape of the data is skewed right
D) All of the above
E) None of the above

1, 1, 1, 1, 2, 2, 3

A

D) All of the above

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3
Q

Measures of Spread

Range

A

Difference between the largest and smallest data values

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4
Q

Sample Variance and Standard Deviation

Deviation

A

A measure of spread might be the average deviation, avg. deviation always = 0

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5
Q

Sample Variance and Standard Deviation

Varience

A

Average of the squared deviations

Units2 (m2, kg2)

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6
Q

Sample Variance and Standard Deviation

Varience Formulas

A
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7
Q

Sample Variance and Standard Deviation

Sample Variance, sx2

(or Variance)

A

sx2

Average of the squared deviations

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8
Q

Sample Variance and Standard Deviation

Standard Deviation, sx

A

sx=√sx2

square root of variance

Standard deviation has the same units as the data

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9
Q

Why n-1?

A
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10
Q

Variance Calculation

A
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11
Q

Calculate the standard deviation

A
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12
Q

Quartiles

A
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13
Q

Calculating Quartiles

Calculating 𝑸1

A
  1. Find the median, 𝑄2
  2. Remove all data values positionally at the median or above
  3. Calculate the median of the remaining data and call it 𝑄1
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14
Q

Calculating 𝑸3

A
  1. Find the median, 𝑄2
  2. Remove all data values positionally at the median or below
  3. Calculate the median of the remaining data and call it 𝑄3
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15
Q

Example

Find the third quartile for the following dataset: 2, 3, 3, 4, 7, 8

A
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16
Q

Interquartile Range (IQR)

A
17
Q

Question

Which statistic(s) are considered to be robust (unaffected by
outliers)?

A) Standard deviation
B) Interquartile range
C) Median
D) Mean
E) Both B and C

A

E) Both B and C

Interquartile range and Median