achievement tests reference
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Normal distributions (bell shaped) are a
family of distributions that have the
same general shape. They are
symmetric (the left side is an exactmirror of the right side) with scores
more concentrated in the middle than
in the tails. Examples of normaldistributions are shown to the right.
Notice that they differ in how spreadout they are. The area under each
curve is the same.
If your data fits a normal distribution, approximately 68% of your subjects will fall
within one standard deviation of the mean.
Approximately 95% of your subjects will fall within two standard deviations of
the mean.
Over 99% of your subjects will fall within three standard deviations of the
mean.
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The mean and standard deviation are useful ways to describe a set of
scores. If the scores are grouped closely together, they will have a smaller
standard deviation than if they are spread farther apart.
Small Standard Deviation Large Standard Deviation
Different Means
Different Standard Deviations
Different Means
Same Standard Deviations
Same Means
Different Standard Deviations
When you have a subject’s raw score, you can use the mean
and standard deviation to calculate his or her standardizedscore if the distribution of scores is normal. Standardized
scores are useful when comparing a student’s performance
across different tests, or when comparing students with each
other.
z-score -3 -2 -1 0 1 2 3
T-score 20 30 40 50 60 70 80
IQ-score 65 70 85 100 115 130 145
SAT-score 200 300 400 500 600 700 800
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The number of points that one standard deviation equals varies from distribution to
distribution. On one math test, a standard deviation may be 7 points. If the meanwere 45, then we would know that 68% of the students scored from 38 to 52.
24 31 38 45 52 59 63
Points on Math Test
30 35 40 45 50 55 60
Points on a Different Test
On another test, a standard
deviation may equal 5 points. If the
mean were 45, then 68% of thestudents would score from 40 to 50points.
Length of Right Foot
8
76
54
3
21
4 5 6 7 8 9 10 11 12 13 14
Data do not always form a normal distribution. When most of the scores are high,
the distributions is not normal, but negatively (left) skewed.
N u m b e r o
f P e o p l e w i t h
t h a t S h o e S i z e
Skew refers to the tail of the distribution.
Because the tail is on the negative (left) side of the graph, the distribution has a
negative (left) skew.
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Length of Right Foot
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76
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2
1
4 5 6 7 8 9 10 11 12 13 14
N u m b e
r o f P e o p l e w i t h
t h a t S h
o e S i z e
When most of the scores are low, the distributions is not normal, but positively
(right) skewed.
Because the tail is on the positive (right) side of the graph, the distribution has a
positive (right) skew.
When data are skewed, they do not possess the characteristics of the
normal curve (distribution). For example, 68% of the subjects do not fallwithin one standard deviation above or below the mean. The mean, mode,
and median do not fall on the same score. The mode will still berepresented by the highest point of the distribution, but the mean will be
toward the side with the tail and the median will fall between the mode and
mean.
Negative or Left Skew Distribution Positive or Right Skew Distribution
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