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PRED 354 TEACH. PROBILITY & STATIS. FOR PRIMARY MATH Lesson 3 Central Tendency & Variability

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PRED 35 4 TEACH. PROBILITY & STATIS. FOR PRIMARY MATH. Lesson 3 Central Tendency & Variability. PRED 35 4 TEACH. PROBILITY & STATIS. FOR PRIMARY MATH. - PowerPoint PPT Presentation

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Page 1: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

PRED 354 TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Lesson 3Central Tendency & Variability 

Page 2: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

PRED 354 TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Q1. A researcher examined the effect of amount of relaxation

training on insomnia. Four treatment groups were used.

Subjects received relaxation training for 2, 4, or 8

sessions. A control group received no training (0

sessions). Following training, the researcher measured

how long it took the subjects to fall asleep. The average

time for each group is presented in the following table:

Page 3: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

PRED 354 TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Q1.

a. Identify the IV and DV for this study.

Training sessions

Average time (in minutes)

0 72

2 58

4 33

8 14

b. What is scale of the measurement was used for the IV and the DV?

c. If the researcher used a graph to show the obtained relationship between the IV and the DV, what kind of graph would be appropriate? Sketch the graph showing the results of this experiment?

Page 4: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

PRED 354 TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Q2. For the following set of the scores 

4, 6, 9, 5, 3, 8, 9, 4, 2, 5, 10, 7, 4 ,9, 8, 3

a. Construct a frequency distribution table

b. Sketch a polygon showing the distribution

c. Describe the shape of the distribution

d. What is the percentile rank for X=6?

e. What is the 70th percentile?

Page 5: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Central tendency

is a statistical measure that identifies a single score as representative of an entire distribution.

MEANMEDIANMODE

Page 6: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

The Mean

The mean for a distribution is the sum of the scores divided by the number scores.

Quiz score (x) f

10 1

9 2

8 4

7 0

6 1

Page 7: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Charactistics of the Mean

1. Changing a score or introducing a new score.

2. Adding or subtracting a constant from each score.3. Multiplying or dividing each score by a constant.

Page 8: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

The Median

is the score that divides a distribution exactly in half.

Three types of data?1. When N is odd number 2. When N is even number3. When there are several scores with the same

value in the middle of the distribution.

Page 9: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

The Median

EX:

1. 3, 5, 8, 10, 11

2. 3, 3, 4, 5, 7, 8

3. 1, 2, 2, 3, 4, 4, 4, 4, 4, 5

EX: Find the median for this data

3, 4, 3, 2, 1, 3, 2, 4

Page 10: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

The Mode

In a frequency distribution, the mode is the score or category that has greatest frequency.

Quiz score (x) f

5 2

4 6

3 4

2 2

1 1

Page 11: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

How do you decide which measure of central tendency to use?

When to use mode?It can be used with any scale

of measurement.

Academic major f

Biology 2

Psyhics 6

Sociology 2

Mathematic 1

Page 12: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

How do you decide which measure of central tendency to use?

When to use median?

1. There are a few extreme scores in the distribution

2. Some scores have undetermined values

3. There are open ended distribution

4. The data measured on an ordinal scale

Page 13: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

How do you decide which measure of central tendency to use?

When to use median?

1. There are a few extreme scores in the distribution

Errors committed before reaching learning criterion (x)

f

10 1

11 4

12 3

13 1

100 1

Page 14: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

How do you decide which measure of central tendency to use?

When to use median?

1. Some scores have undetermined values

Person (x) Time (amount of time to complete puzzle)

1 8

2 11

3 12

4 13

5 17

6 Never finished

Page 15: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

How do you decide which measure of central tendency to use?

When to use median?

1. There are open ended distribution

Number of children (x)

f

5 or more

3

4 2

3 2

2 3

1 6

0 4

Page 16: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Central tendency and the shape of the distribution

1. Symmetrical distribution

2. Skewed distributions

Page 17: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Central tendency

EX:

Find the mode, median and mean

X f

5 10

4 6

3 2

2 1

1 1

Page 18: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Variability

provides a quantitative measure of the degree to which scores in a distribution are spread out or clustered together.

A. RANGE – B. SEMI-INTERQUARTILE RANGE C. STANDARD DEVIATION

PURPOSE: Are the scores all clustered together, or are they scattered over a wide range of values?

Page 19: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Range

The range is the distance between the largest score and the smallest score in the distribution.

range = URL Xmax – LRL Xmin

Ex. 3, 7, 12, 8, 5, 10

Page 20: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

The Interquartile range and semi-interquartile range

The interquartile range is the distance between the first quartile and the third quartile.

interquartile range = Q3 – Q1

semi-interquartile range= ½ * (Q3 – Q1)

Ex. 2, 3, 4, 4, 5, 5, 6, 6, 6, 7, 7, 8, 8, 9, 10, 11

Page 21: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Standard deviation and variance for a population (a measure of distance from the mean)

Step 1. The first step in finding the standard distance from the mean is to determine the deviation for each individual score.

Deviation is the distance from the mean

Deviation score = X - µ

Page 22: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Standard deviation and variance for a population

Step 2. The next step is to calculate the mean of the deviation scores.

Step 3. Use mean squared deviation (Variance)

Population Variance = Mean squared deviation = SS/N

(SS = Σ (X - µ)2 )

Page 23: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Standard deviation and variance for a population

Step 4. Simply make a correction for having squared all the distances.

standard deviation = √variance

σ = √SS/N

σ2 = SS/N

x

1

0

6

1

EX:

Page 24: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Standard deviation and variance for a population

Use the following population of scores to calculate SS, variance, and standard deviation

Scores: 1, 9, 5, 8, 7

EX:

Page 25: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Standard deviation and variance for a sample

Notations: Notice that these sample formula use n-1 instead of n.

Population Sample

Mean µ X

variance σ2 = SS/N s2=SS/n-1

Standard deviation σ = √SS/N s = √SS/n-1

Page 26: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Standard deviation and variance for a sample

Why do we use n-1 for the sample?

Sample variability tends to underestimate population variability unless some correction is made.

Dividing by a smaller value produces a larger result and makes sample variability an accurate, or unbiased, estimator of population variability.

Page 27: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Standard deviation and variance for a sample

Degrees of freedom:n-1

df = n-1

s2=SS/df

s = √SS/df

Page 28: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Properties of SD

1. descriptive measure: distance from the mean

2. a measure of how big the error will be.

Page 29: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

Properties of SD

1. Adding a constant to each score will not change the SD.

2. Multiplying each score by a constant causes the SD to be multiplied by the same constant.

Page 30: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

SD or Range? When?

1. Extreme scores.

2. Sample size.

3. Stability under sampling

4. Open-ended distributions

Page 31: PRED 35 4  TEACH. PROBILITY & STATIS. FOR PRIMARY MATH

SD or Range? When?

Range Semi-interquartile range

Variance SD

Extreme scores most least Be careful Be careful

Sample size Directly related

Relatively unaffected

Relatively unaffected

Relatively unaffected

Stability under sampling

unstable Reasonably stable

stable stable

Open-ended distributions

N/A Only available one

N/A N/A