CENTRAL TENDENCY – COVERING CALCULATION, SELECTION CRITERIA
BY MEASUREMENT SCALE (NOMINAL, ORDINAL, INTERVAL, RATIO),
DISTRIBUTION SHAPE (SYMMETRICAL VS. SKEWED), AND PROPERTIES
OF RESISTANT VS. NON-RESISTANT ESTIMATORS
Question 1
What is the most appropriate measure of central tendency for data measured on
a nominal scale?
A) Mean
B) Median
C) Mode
D) Mode
Rationale: The mode is the only measure of central tendency appropriate for
nominal data because nominal data consists of categories without numerical
order, making mean and median impossible to calculate meaningfully.
Question 2
In a positively skewed distribution, which measure of central tendency is typically
the largest?
A) Median
B) Mode
C) Mean
D) All are equal
Rationale: In a positively skewed distribution, the mean is pulled toward the tail
(higher values) and is therefore larger than the median, which is larger than the
mode.
,Question 3
What is the median of the following scores: 2, 4, 6, 8, 10, 12?
A) 6
B) 7
C) 7
D) 8
Rationale: With an even number of scores (n=6), the median is the average of the
two middle scores: (6+8)/2 = 7.
Question 4
A distribution has a mean of 50 and a median of 45. This distribution is most likely:
A) Symmetrical
B) Positively skewed
C) Negatively skewed
D) Bimodal
Rationale: When the mean is greater than the median, the distribution is positively
skewed (skewed to the right) because the mean is pulled toward higher values.
Question 5
Which measure of central tendency is most affected by extreme scores?
A) Mode
B) Median
C) Mean
D) Range
Rationale: The mean is the most sensitive to extreme scores because it uses all
values in its calculation, making it pull toward outliers.
,Question 6
For the following scores: 3, 5, 5, 7, 9, 9, 9, 11, what is the mode?
A) 7
B) 8
C) 9
D) No mode exists
Rationale: The mode is the score that occurs most frequently. The score 9 appears
three times, more than any other value.
Question 7
Which measure of central tendency divides a distribution exactly in half?
A) Mean
B) Median
C) Mode
D) Standard deviation
Rationale: The median is defined as the value that divides a distribution into two
equal halves, with 50% of scores above and 50% below.
Question 8
A researcher measures anxiety levels on an interval scale. Which measure of
central tendency should be used if the distribution is normal?
A) Mean
B) Median
C) Mode
D) Any of the above
Rationale: In a normal distribution, the mean is the preferred measure because it
uses all data points and provides the most accurate representation of central
tendency.
, Question 9
If a distribution is perfectly symmetrical, which relationship is true?
A) Mean > Median > Mode
B) Mean < Median < Mode
C) Mean = Median = Mode
D) Mean = Mode, but Median differs
Rationale: In a perfectly symmetrical distribution, all three measures of central
tendency are equal at the center point.
Question 10
What is the mean of the following scores: 5, 10, 15, 20, 25?
A) 10
B) 15
C) 20
D) 25
Rationale: The mean is calculated by summing all scores and dividing by the
number of scores: (5+10+15+20+25)/5 = 75/5 = 15.
Question 11
A distribution has two modes. This distribution is called:
A) Symmetrical
B) Skewed
C) Bimodal
D) Normal
Rationale: A distribution with two distinct modes is called bimodal, indicating two
peaks in the frequency distribution.
Question 12
Which measure of central tendency is most appropriate for data measured on an