Transcript

Reasoning in PsychologyUsing Statistics

Psychology 138

2015

Reasoning in Psychology Using

Statistics

Annoucements

• Don’t forget quiz 8 due this Friday

Reasoning in Psychology Using

Statistics

Chi-Square Test for Independence

A manufacturer of watches takes a sample of 200 people. Each person isclassified by age and watch type preference (digital vs. analog).

A manufacturer of watches takes a sample of 200 people. Each person isclassified by age and watch type preference (digital vs. analog).

The question: Is there a relationship between age and watch preference?

Young (under 30)

Old (over 30)

Reasoning in Psychology Using

Statistics

Chi-Square Test for Independence

A manufacturer of watches takes a sample of 200 people. Each person isclassified by age and watch type preference (digital vs. analog).

A manufacturer of watches takes a sample of 200 people. Each person isclassified by age and watch type preference (digital vs. analog).

The question: Is there a relationship between age and watch preference?

Young (under 30)

Old (over 30)

Reasoning in Psychology Using

Statistics

Decision tree

• Chi-square test of independence (χ2 lower-case chi )– Describing the relationship between two categorical

variables

or Young Oldor

Reasoning in Psychology Using

Statistics

A manufacturer of watches takes a sample of 200 people. Each person isclassified by age and watch type preference (digital vs. analog). The question: is there a relationship between age and watch preference?

A manufacturer of watches takes a sample of 200 people. Each person isclassified by age and watch type preference (digital vs. analog). The question: is there a relationship between age and watch preference?

Chi-Squared Test for Independence

Reasoning in Psychology Using

Statistics

Chi-Squared Test for Independence

Step 1: State the hypotheses and select an alpha level – H0: Preference is

independent of age (“no relationship”)

– HA: Preference is related to age (“there is a relationship”)

– We’ll set α = 0.05

A manufacturer of watches takes a sample of 200 people. Each person isclassified by age and watch type preference (digital vs. analog). The question: is there a relationship between age and watch preference?

A manufacturer of watches takes a sample of 200 people. Each person isclassified by age and watch type preference (digital vs. analog). The question: is there a relationship between age and watch preference?

Observed scores

Reasoning in Psychology Using

Statistics

Step 2: Compute your degrees of freedom & get critical value

df = (#Columns - 1) * (#Rows - 1)

= (3-1) * (2-1) = 2

• For this example, with df = 2, and α = 0.05

Chi-Squared Test for Independence

• The critical chi-squared value is 5.99

– Go to Chi-square statistic table and find the critical value

Reasoning in Psychology Using

Statistics

Chi-Squared Test for Independence

X2 α = .055.997.81

11.0714.07

As df gets larger, need larger X2 value for significance. Number of cells get larger.

Reasoning in Psychology Using

Statistics

Step 3: Collect the data. Obtain row and column totals (sometimes called the marginals) and calculate the expected frequencies

Chi-Squared Test for Independence

Observed scores

Reasoning in Psychology Using

Statistics

Step 3: Collect the data. Obtain row and column totals (sometimes called the marginals) and calculate the expected frequencies

Chi-Squared Test for Independence

Observed scores

Spot check: make sure the row totals and column totals add up to the same thing

Reasoning in Psychology Using

Statistics

Chi-Squared Test for Independence

Under 30

Over 30

Digital Analog Undecided

70 56 14

30 24 6

Observed scores

Expected scores

Step 3: Collect the data. Obtain row and column totals (sometimes called the marginals) and calculate the expected frequencies (in each cell)

Reasoning in Psychology Using

Statistics

Chi-Squared Test for Independence

Under 30

Over 30

Digital Analog Undecided

70 56 14

30 24 6

Observed scores

Expected scores

Step 3: Collect the data. Obtain row and column totals (sometimes called the marginals) and calculate the expected frequencies

“expected frequencies” - if the null hypothesis is correct, then these are the frequencies that

you would expect

“expected frequencies” - if the null hypothesis is correct, then these are the frequencies that

you would expect

Reasoning in Psychology Using

Statistics

• Find the residuals (fo - fe) for each cell

Step 4: compute the χ2

Chi-Squared Test for Independence

Reasoning in Psychology Using

Statistics

Computing the Chi-square

• Find the residuals (fo - fe) for each cell

Step 4: compute the χ2

Reasoning in Psychology Using

Statistics

Computing the Chi-square

• Square these differences

• Find the residuals (fo - fe) for each cell

Step 4: compute the χ2

Reasoning in Psychology Using

Statistics

Computing the Chi-square

• Find the residuals (fo - fe) for each cell

• Divide the squared differences by fe

Step 4: compute the χ2

• Square these differences

Reasoning in Psychology Using

Statistics

Computing the Chi-square

• Square these differences

• Find the residuals (fo - fe) for each cell

• Divide the squared differences by fe

• Sum the results

Step 4: compute the χ2

Reasoning in Psychology Using

Statistics

Chi-Squared, the final step

Step 5: Compare this computed statistic (38.09) against the critical value (5.99) and make a decision about your hypotheses

A manufacturer of watches takes a sample of 200 people. Each person isclassified by age and watch type preference (digital vs. analog). The question: is there a relationship between age and watch preference?

A manufacturer of watches takes a sample of 200 people. Each person isclassified by age and watch type preference (digital vs. analog). The question: is there a relationship between age and watch preference?

here we reject the H0 and conclude that there is a relationship between age and watch preference

Reasoning in Psychology Using

Statistics

Chi square as a statistical test

each cell = observed difference . difference expected by chance

Reasoning in Psychology Using

Statistics

Chi-Square Test in SPSS

Analyze Descriptives Crosstabs

Reasoning in Psychology Using

Statistics

Chi-Square Test in SPSS

Analyze Descriptives Crosstabs

Click this to get the expected frequencies and residuals

Click this to get bar chart of the results

Reasoning in Psychology Using

Statistics

Chi-Square Test in SPSS

Reasoning in Psychology Using

Statistics

Wrap up

• In lab: Gain experience using and interpreting Chi-square procedures

• Questions?


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