Basic Approach
Following a significant ANCOVA, we can use the usual approach to Tukey’s HSD and the Tukey-Kramer follow up test, as described in Unplanned Comparisons, except that we need to modify the value of MSW as follows:
where SSB(x) and SSW(x) are the sums of squares between and within the covariance groups (based on one-way Anova on the covariate data), i.e.
The standard error can then be calculated as
if all the group sizes are equal (to m). This is the Tukey HSD test. If the group sizes are unequal, the standard error is (i.e. the Tukey-Kramer test)
Example
Example 1: Repeat Example 1 of Contrasts for ANCOVA using the Tukey-Kramer test.
The results are shown in Figure 1.
Figure 1 – Tukey-Kramer for ANCOVA
Note that range M4:N6 references cells in Figure 1 of ANOVA Approach to ANCOVA, although the formula for MSW in cell Q9 references Figure 3 of ANOVA Approach to ANCOVA.
Data Analysis Tool
See ANCOVA Analysis Tools for information about how to conduct Tukey’s HSD or Tukey-Kramer using the Real Statistics ANCOVA data analysis tool.
Examples Workbook
Click here to download the Excel workbook with the examples described on this webpage.
Reference
Howell, D. C. (2010) Statistical methods for psychology (7th ed.). Wadsworth, Cengage Learning.
https://labs.la.utexas.edu/gilden/files/2016/05/Statistics-Text.pdf
Hi Charles,
Can you please provide they hypothesis tests for the Tukey HSD and Tukey-Kramer for ANCOVA?
Thank you!
Hello Natasha,
This webpage shows how to perform the test. The Real Statistics ANCOVA data analysis tool implements this test.
Charles
Hi Charles,
Thank you for the example. I have a comment and two questions:
– Cell Q9 looks incomplete: “=M8 *”
– How do you calculate the pooled SD for the difference of the adjusted means?
– After performing an ANCOVA, how do I interpret results for p-values that are smaller compared to the original ANOVA?
Many thanks,
Andrew K.
Andrew,
Cell Q9 references a cell on a spreadsheet on a different webpage. This is explained below Figure 1.
You can find explanations for all the formulas by downloading the example spreadsheets as explained at
Download Examples Workbooks
Charles