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Show significances (group comparisons) in tables and bar/column charts

You can display significances in tables, column charts and bar charts.

For a chart, select the test you want under Settings → Significances.

Significance settings

The following tests are currently available

  • Chi-square (complement comparisons):
    Compares expected vs. observed frequencies between each individual cell and its complement (all other categories).

  • Chi-square (pairwise comparisons):
    Compares expected vs. observed frequencies between cells in a pairwise manner.

  • Z-test (proportion comparisons):
    Compares the percentages between cells pairwise for significance

  • t-test (independent samples; pairwise):
    Compares means pairwise between two independent groups (e.g. gender) with respect to a dependent variable.

  • t-test (repeated measures):
    Compares means pairwise between two measurement points (or conditions) for the same individuals with respect to a dependent variable.

  • Chi-square (independence)
    Tests two variables for statistical independence.

  • In progress: t-test (dependent samples)
    Compares means pairwise between two ratings (e.g. products) for the same individuals with respect to a dependent variable.

Recommended metrics

  • Chi-square tests: absolute values

  • Z-test: percent

  • t-test: mean

Notes:

  • For the t-tests, the dependent variable must be defined as numeric in the codebook!

  • For the chi-square tests, the Yates correction can be enabled/disabled in the chart settings.

How significances are displayed (significance levels can be found in the legend):

  • Complement comparisons: asterisks indicate whether one group differs from the others. The number of asterisks represents the significance level.

  • A letter after a value indicates which comparison group the value is significant against. Each comparison group is assigned a letter (either in the columns or in the labels for the categories). The way the letter is displayed represents the significance level.

Display of significances