# Questions tagged [interpretation]

Refers generally to making substantive conclusions from the results of a statistical analysis.

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### How to interpret main effect with two interaction terms?

I have three variables in a multilevel model: Relationship Status (0 = single, 1 = not single) Living Arrangement (0 = alone, 1 ...
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### Interpretation of Model with Continuous Interaction Term

Imagine a variable $y$ across $i$ sections, i.e. $y_i$. For every $y_i$ there exist a $x_{1,i}$, a $x_{2,i}$ and a $x_{3,i}$. However, the following relation exists: $x_{1,i} *x_{2,i} = x_{3,i}$. For ...
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### Regression methods for different sizes of $n$

I thought about something interesting today. Suppose we have a regression problem where the relationship between the response and the predictor variables is approximately linear. Let $n$ be the ...
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### How to interpret interaction effects when main effect is not significant?

I ran a linear mixed model in R and included an interaction effect between two predictors. The main effect was not significant, but the interation effect was. Is it possible to interpret this ...
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### Problems with interpretation of RStudio ordinal regression output

I'm new to the community (and to RStudio usage in general). I have some doubts interpreting the results of an ordinal regression analysis I've implemented in RStudio. I have 2 dependent ordinal ...
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### Inconsistent/ competitive mediation vs. suppression? Positive indirect, negative direct and positive total effect

I am unsure about the adequate terminology for describing my results from a simple mediation model (one mediator), I have conducted using Hayes’ PROCESS macro for SPSS. For the sake of simplicity, let’...
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### How do you interpret results from crossCorrelation in R from spatialEco package?

I want to use the crossCorrelation function from the R package https://rdrr.io/cran/spatialEco/man/crossCorrelation.html spatialEco to examine the relationship between people's perceptions and the ...