Decimals (Concepts & Computation)

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Normal Distributions &

z score

Dec. 9

Normal Distribution

• Tend to cluster around the mean

• Symmetrical

• bell-shaped frequency polygon

• Mode, median, mean all occur at the highest point, in the center of distribution

• 3 units of SD to the left of the mean and

3 units of SD to the right of the mean

• 99.74% of polygon area lies btw –3SD and

+3SD

Skewed Distribution

• A large percentage the values is on either left or right side

• Positively skewed

– Has a tail to the right

• Negatively skewed

– Has a tail to the left

z scores

• Used to compare values of interval or ratio

–level variables

– Rita’s score of 21 out of 24 vs. Mary’s score 85 out of 100

• Variables should be normally distributed

z score equals raw score minus mean divided by SD

• Can be converted to percentiles

• Known as standard scores

Areas of Normal Curve

Table

Examples of z Scores & corresponding Areas and percentiles

z score row column area percentile

.12

1.78

-2.90

1.15

-1.15

0.1

1.7

2.9

1.1

1.1

.02

.08

.00

.05

.05

04.78

46.25

49.81

37.49

37.49

54.78

96.25

.19

87.49

12.51

Exercise

1. On an IQ test with a mean of 100, SD of 16, what is the percentile of IQ 104?

• Debora leads a treatment group of college students diagnosed as chronic anxiety.

Group members have been selected for treatment on the basis their scores on

Anxiety Scale A with a mean of 70 and SD of 10 or Scale B with mean of 50 and SD of 12. Gina had score of 78 on the Scale A and Tom received 66 on the Scale B.

There is only one vacancy in the group.

Who should be in the treatment group?

Deriving Raw Scores from Percentiles

• Lauren wishes to form a treatment group of college students with high anxiety levels using the results of testing with Scale B (mean=50,

SD=12). She wants to include the top

10% of all students measured by

Scale B. What is the cutoff point?

• Subtract the percentile of mean (50) from

90 to determine the area of a normal curve that would fall between the 90 th percentile and the mean

• Find the z score corresponding to the area

• Use the z score formula, add 50 if the z score is positive

Exercise

One hundred students took mid-term exam designed to measure knowledge of statistics. Their scores on it formed a normal distribution with a mean of 80 and a standard deviation of 6.

Instructor decided to assign A to the top 10% of the scores. What score does

John have to get to earn?

Exercise

• 89,56,45,78,98,45,55,77,88,99,98,97,54,34,94

• 77,88,87,67,98,87,55,77,45,44,88,99,69,67,98

• Calculate the mode, median, mean, range, variance, and standard deviation for both sections. Which section did better overall on the exam?

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