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    Independent t-Test

    CJ 526 Statistical Analysis inCriminal Justice

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    When to Use an Independent t-Test

    1. Two samples

    2. Interval or ratio level dependent variableEither

    Experimental and control group comparison

    OrComparing two separate independent groups

    (no overlap)

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    Characteristics of an Independent t-

    Test

    1. Sample means are hypothesized to be the

    same. Either

    1. Treatment has no effect, comparing an

    experimental that received treatment and a

    control group that did not receive treatment

    2. Or, two independent groups are the same with

    respect to a DV

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    Example of an Independent t-Test --

    continued

    1. Number of Groups: 2

    2. Nature of Groups: independent

    3. Independent Variable: training

    4. Dependent variable: number of

    complaints

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    Example of an Independent t-Test --

    continued

    5. Dependent Variable and its Level ofMeasurement: complaints--interval

    6. Target Population: employees

    7. Appropriate Inferential StatisticalTechnique: t-test

    8. One or two-tailed? Probably one tail

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    Example of an Independent t-Test --

    continued

    9. Null Hypothesis:

    1. Mean of exp group mean of control group = 0

    10. Alternative Hypothesis:Mean of experimental group minus mean of control

    group does not equal 0

    11. Decision Rule:1. If the p-value of the obtained test statistic is less

    than .05, reject the null hypothesis

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    Example of an Independent t-Test --

    continued

    12. Obtained Test Statistic: t

    13. Decision: accept or reject null hypothesis

    Null hypothesistraining did not affect complaints,

    comparing experimental and control groups

    Alternative, one tailtraining reduced complaints ascompared to a control group without training

    See p. 725

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    Results Section

    The results of the Independent t-Test using

    diversity training as the independentvariable and number of complaints filed

    against employees were statistically

    significant, t (18) = 2.35, p < .05.

    D.f. degrees of freedom = n(group

    1)+n(group 2) - 2

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    Discussion Section

    It appears that employees undergoing

    diversity trainingh

    ave fewer complaintsfiled against them.

    Or, if the null hypothesis was retained, the

    conclusion would be that diversity training

    did not affect the number of complaints

    filed

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    SPSS Independent-Samples t-

    Test Procedure

    Analyze, Compare Means, Independent-

    Samples t-Test Move DV over to Test Variables

    Move IV over to Grouping Variable

    Enter numerical values of the IV underDefine Groups

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    SPSS Independent-Samples t-Test

    Sample Printout

    T-Test

    Group Statistics

    10 23.80 14.816 4.685

    10 28.70 14.833 4.691

    Gender of Respondent

    Female

    Male

    Score on Drink Index

    N Mean Std. Deviation

    Std. Error

    Mean

    Inde

    endent

    m

    les Test

    .086 .773 -.739 18 .469 -4.90 6.630 -18.828 9.028

    -.739 18.000 .469 -4.90 6.630 -18.828 9.028

    Equal variances

    assumed

    Equal variances

    not assumed

    Score on Drink Index

    F Sig.

    Levene's Test forEquality of Variances

    t df Sig. (2-tailed)

    Mean

    Difference

    Std. Error

    Difference Lower Upper

    95% Confidence

    Interval of the

    Difference

    t-test for Equality of Means

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    SPSS Independent-Samples t-

    Test Printout

    Group Statistics

    DV Levels of IV

    N: Sample size

    Mean

    Standard Deviation

    Standard Error of the Mean

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    SPSS Independent-Samples t-

    Test Printout -- continued

    Levenes Test for Equality of Variances

    Test forh

    omogeneity of variance assumption t-Test for Equality of Means

    If Levene test is not significant

    Equal variances assumed

    If Levene test is significant

    Equal variances not assumed

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    SPSS Independent-Samples t-

    Test Printout -- continued

    t-Test for Equality of Means

    t: obtained test statistic df: degrees of freedom

    Sig: p-value

    Divide by 2 to get one-tailed p-value

    Mean Difference

    Difference between the two sample means

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    SPSS Independent-Samples t-

    Test Printout -- continued

    Standard Error of the Difference

    95% Confidence Interval of the Difference Lower

    Upper