Does this help:

https://support.minitab.com/en-us/minitab-express/1/help-and-how-to/modeling-statistics/anova/how-to/interaction-plot/interpret-the-results/

Hi Samantha . Thank you for responding . I will check the link . I am using moderation in SEM and not in ANOVA

Hi Abha,

An interesting graph, thanks for sharing!

As you haven’t shared the p-values of the main-effects (i.e., TC, RM) and interaction-effect (TC*RM) of RM and TC on Thriving I will assume they are significant. If not, the interpretation is that no relationship exists for that main-effect or interaction (i.e., b = 0).

Basically, under the assumption above, you have found that Thriving is different for:

- High vs Low TC (i.e., Low TC has higher Thriving)

- High vs Low RM (i.e., Low RM has higher Thriving)

For the interaction, under the assumption above, you have found that:

- Thriving is higher for Low RM, but especially when cases with Low RM also have Low TC.

I hope this helps!

BTW: there's also an option to investigate the above for potential conditional effects.

Thank you Mark. My p values are significant for the main effect and after adding moderation , the p value for interaction term is highly significant while reducing the main effect .

Thank you so much for your support...and Claudia, what you have said make so much sense.