Difference between revisions of "An initial path towards statistical analysis"
From Sustainability Methods
| Line 3: | Line 3: | ||
Start here with your data | Start here with your data | ||
| + | |||
| + | =[[#Univariate statistics| Univariate statistics]]<br> = | ||
| + | Do you want to test your variables for dependencies?<br> | ||
| + | =[[#Multivariate statistics| Multivariate statistics]]<br>= | ||
Do you have several continuous variables without clear dependencies?<br> | Do you have several continuous variables without clear dependencies?<br> | ||
| − | + | =[[#Categorical and continuous data|Categorical and continuous data]] = | |
| − | + | Does your data consist of categorical and continuous data?[[Data_formats#Data_formats_in_statistics| (?)]]<br> | |
| − | |||
| − | |||
| − | |||
| − | |||
| − | |||
==[[Experiments#Analysis_of_Variance| Analysis of Variance]]<br>== | ==[[Experiments#Analysis_of_Variance| Analysis of Variance]]<br>== | ||
===[[Data_distribution#The_normal_distribution|Dependent variable normally distributed]]<br>=== | ===[[Data_distribution#The_normal_distribution|Dependent variable normally distributed]]<br>=== | ||
| − | + | ===[[Type II Anova|INSERT TYPE II]]<br>=== | |
| − | ====[[Random factors| | + | ====[[Random factors|Linear mixed effect model]]<br>==== |
| − | |||
===[[Data_distribution#Non-normal_distributions|Dependent variable not normally distributed]]=== | ===[[Data_distribution#Non-normal_distributions|Dependent variable not normally distributed]]=== | ||
| − | + | ===[[Type III Anova|Type III Anova]]=== | |
====[[Poisson GLM|Dependent variable is count data]]==== | ====[[Poisson GLM|Dependent variable is count data]]==== | ||
| Line 27: | Line 25: | ||
====[[Generalised linear mixed effect models|Random factors]]==== | ====[[Generalised linear mixed effect models|Random factors]]==== | ||
| − | + | =[[#Only continuous variables|Only continuous variables]] [[Data_formats#Data_formats_in_statistics| (?)]]<br>= | |
| − | + | =[[#Only categorical variables |Only categorical variables]] [[Data_formats#Data_formats_in_statistics| (?)]]<br>= | |
<div id="Categorical and continuous variables">Categorical and continuous variables </div> | <div id="Categorical and continuous variables">Categorical and continuous variables </div> | ||
Revision as of 22:42, 11 January 2021
Start here with your data
Contents
Univariate statistics
Do you want to test your variables for dependencies?
Multivariate statistics
Do you have several continuous variables without clear dependencies?
Categorical and continuous data
Does your data consist of categorical and continuous data? (?)
Analysis of Variance
Dependent variable normally distributed
INSERT TYPE II
Linear mixed effect model
Dependent variable not normally distributed
Type III Anova
Dependent variable is count data
Dependent variable is 0/1 or proportions
Random factors
Only continuous variables (?)
Only categorical variables (?)
Categorical and continuous variables
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
Dependent variable is count data
Dependent variable is 0/1 or proportions
Multivariate statistics
Resterampe
[[At least one continuous and one categorical variable|
More than 2 groups
Analysis of Variance
Dependent variable normally distributed
INSERT TYPE II
INSERT RANDOM FACTOR
INSERT LMM
Dependent variable not normally distributed
Dependent variable is count data
