Chapter 5 The Normal Curve. Histogram of Unemployment rates, States database.

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Chapter 5 The Normal Curve

Transcript of Chapter 5 The Normal Curve. Histogram of Unemployment rates, States database.

Chapter 5

The Normal Curve

Histogram of Unemployment rates, States database

Unemployment rate

6.506.005.505.004.504.003.503.002.502.00

14

12

10

8

6

4

2

0

Std. Dev = .95

Mean = 3.90

N = 50.00

Histogram of Abortion Rates, States Database

Abortions per 1000 women

45.0

42.5

40.0

37.5

35.0

32.5

30.0

27.5

25.0

22.5

20.0

17.5

15.0

12.5

10.0

7.5

5.0

2.5

10

8

6

4

2

0

Std. Dev = 9.12

Mean = 17.8

N = 50.00

Histogram of population growth rates from Nations database

CURRENT ANNUAL POPULATION GROWTH RATE

8.00

7.50

7.00

6.50

6.00

5.50

5.00

4.50

4.00

3.50

3.00

2.50

2.00

1.50

1.00

.50

0.00

-.50

-1.00

30

20

10

0

Std. Dev = 1.49

Mean = 1.73

N = 174.00

Histogram of suicide rates from Nations Study

SUICIDES PER 100,000 POP

42.5

40.0

37.5

35.0

32.5

30.0

27.5

25.0

22.5

20.0

17.5

15.0

12.5

10.0

7.5

5.0

2.5

0.0

14

12

10

8

6

4

2

0

Std. Dev = 8.62

Mean = 9.9

N = 69.00

Theoretical Normal Curve

Bell Shaped Unimodal Symmetrical Unskewed Mode,

Median, and Mean are same value

Normal Curve

68.26%

95.44%

99.72%

Theoretical Normal Curve

Distances on horizontal axis always cut off the same area. We can use this property to describe areas above or below any point

Theoretical Normal Curve General relationships:

±1 s = about 68% ±2 s = about 95% ±3 s = about 99%

Theoretical Normal Curve

-5 -4 -3 -2 -1 0 1 2 3 4 5

68.26%

95.44%

99.72%

Unemployment rates againMean=3.9%, s=.95

3.9+/-.95 gives a range of 2.95-4.85, which includes 34 states

3.9+/-1.9 gives a range of 2.0-5.8, which includes 29 states

Unemployment rate

6.506.005.505.004.504.003.503.002.502.00

14

12

10

8

6

4

2

0

Std. Dev = .95

Mean = 3.90

N = 50.00

Using the Normal Curve: Z Scores To find areas, first compute Z scores. The formula changes a “raw” score (Xi) to

a standardized score (Z).

Using Appendix A to Find Areas Below a Score

Appendix A can be used to find the areas above and below a score.

First compute the Z score, taking careful note of the sign of the score.

Draw a picture of the normal curve and shade in the area in which you are interested.

Using Appendix A

b b

Appendix A has three columns. (a) = Z scores. (b) = areas between the score and the mean

Using Appendix A

Appendix A has three columns. ( c) = areas beyond the Z score

c c

Using Appendix A Find your Z score

in Column A. To find area below

a positive score: Add column b area

to .50. To find area above

a positive score Look in column c.

(a) (b) (c)

. . .

1.66 0.4515 0.0485

1.67 0.4525 0.0475

1.68 0.4535 0.0465

. . .

Using Appendix A The area below Z = 1.67 is 0.4525 +

0.5000 or 0.9525. Areas can be expressed as percentages:

0.9525 = 95.25%

95.2

Normal curve w z=1.67

95.25%

Using Appendix A What if the Z score

is negative (–1.67)? To find area below

a negative score: Look in column c.

To find area above a negative score Add column b .50

(a) (b) (c)

. . .

1.66 0.4515 0.0485

1.67 0.4525 0.0475

1.68 0.4535 0.0465

. . .

Using Appendix A The area below Z = - 1.67 is 0.475. Areas can be expressed as %: 4.75%.

Finding Probabilities

Areas under the curve can also be expressed as probabilities.

Probabilities are proportions and range from 0.00 to 1.00.

The higher the value, the greater the probability (the more likely the event).

Finding Probabilities

If A distribution has: = 13 s = 4

What is the probability of randomly selecting a score of 19 or more?

X

Finding Probabilities

1. Find the Z score.2. For Xi = 19, Z =

1.50.3. Find area above in

column c.4. Probability is

0.0668 or 0.07.

(a) (b) (c)

. . .

1.49 0.4319 0.0681

1.50 0.4332 0.0668

1.51 0.4345 0.0655

. . .