Difference between revisions of "An initial path towards statistical analysis"

Revision as of 16:56, 11 January 2021

Start here with your data

Do you have several continuous variables without clear dependencies?
Yes-> Multivariate statistics
No-> Univariate statistics

Univariate statistics

     More than 2 groups

Dependent variable not normally distributed

   Type III Anova

    Dependent variable is count data

    Dependent variable is 0/1 or proportions

      Random factors

       Generalized linear mixed effect models

Only categorical variables

 Chi-Square test

Only continuous variables

Non dependent relations

Correlations

Clear dependent relations

Regression models

 Dependent variable normally distributed

  Linear Regression

Dependent variable not normally distributed

GLM

Dependent variable is count data

  Poisson GLM

 Dependent variable is 0/1 or proportions

 Binomial GLM

Multivariate statistics

@@ Line 10: / Line 10: @@
 <div id="Univariate statistics">Univariate statistics</div>
+[[Categorical and continuous data|https://sustainabilitymethods.org/index.php/Data_formats#Data_formats_in_statistics]]<br>
+[[At least one categorical independent variable|
-At least one categorical independent variable
-Categorical and continuous data
+      More than 2 groups
- Analysis of Variance
+[[Analysis of Variance|https://sustainabilitymethods.org/index.php/Experiments#Analysis_of_Variance]]<br>
+[[Dependent variable normally distributed|https://sustainabilitymethods.org/index.php/Data_distribution#The_normal_distribution]]<br>
-   Dependent variable normally distributed
+[[Type II Anova|INSERT TYPE II]]<br>
+[[Random factors|INSERT RANDOM FACTOR]]<br>
-    More than 2 groups
+[[Linear mixed effect model|INSERT LMM]]<br>
-     Type II Anova
-      Random factors
-        Linear mixed effect model
-   Dependent variable not normally distributed
+Dependent variable not normally distributed
      Type III Anova