0 IVs (population) |
Interval & Normal |
One Sample t-test
Compares the sample mean to a hypothesized value |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
VassarStats |
UCLA |
UCLA |
UCLA |
UCLA |
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GraphPad |
Laerd |
Laerd |
Purdue |
RExRepos |
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Reed |
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NYU |
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Ordinal or Interval |
One Sample Median/Wilcoxon Signed Rank Test
Compares the sample median to a hypothesized value |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
VassarStats |
UCLA |
UCLA |
UCLA |
UCLA |
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GraphPad |
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Reed |
Purdue |
RExRepos |
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Categorical (two categories) |
Binomial Test
Compares the proportion of successes to a hypothesized value |
Wikipedia |
SPSS |
Stata |
SAS |
R |
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JMP |
GraphPad |
UCLA |
UCLA |
UCLA |
UCLA |
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Reed |
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RExRepos |
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Categorical |
Chi-square Goodness of Fit
Compares observed proportions to hypothesized proportions |
Wikipedia |
SPSS |
UCLA* |
SAS |
R |
MathWorks |
JMP |
StatSoft |
UCLA |
UCLA |
UCLA |
UCLA |
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VassarStats |
Laerd |
Reed |
Purdue |
RExRepos |
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Stat Trek |
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StatTutorials |
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1 IV with 2 levels (independent groups) |
Interval & Normal |
Two Independent Sample T-test
Compares difference between the means of two independent variables |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
StatSoft |
UCLA |
UCLA |
UCLA |
UCLA |
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VassarStats |
Laerd |
Laerd |
Purdue |
RExRepos |
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GraphPad |
Norusis |
Reed |
StatTutorials |
NYU |
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Stat Trek |
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Ordinal or Interval |
Wilcoxon-Mann Whitney/Wilcoxon Rank Sum Test
Compares difference between means of two independent variables when the dependent variable is not normally distributed |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
VassarStats |
UCLA |
UCLA |
UCLA |
UCLA |
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GraphPad |
Laerd |
Reed |
Purdue |
RExRepos |
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NYU |
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Categorical |
Chi-square Test
Examines relationship between two categorical variables |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
StatSoft |
UCLA |
UCLA |
UCLA |
UCLA |
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VassarStats |
Laerd |
Reed |
Purdue |
NYU |
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Penn State |
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StatTutorials |
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Fisher's Exact Test
Examines relationship between two categorical variables when at least one of the expected cell counts is less than 5 |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
StatSoft |
UCLA |
UCLA |
UCLA |
UCLA |
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VassarStats |
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Purdue |
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StatTutorials |
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1 IV with 2 or more levels (independent groups) |
Interval & Normal |
One-way ANOVA (Analysis of Variance)
Compares difference in means across one variable with two or more groups |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
Laerd |
UCLA |
UCLA |
UCLA |
UCLA |
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StatSoft |
Laerd |
Laerd |
Purdue |
RExRepos |
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VassarStats |
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Reed |
StatTutorials |
NYU |
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GraphPad |
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Ordinal or Interval |
Kruskal Wallis
Compares difference across means of an ordinal or interval variable across one independent variable with at least two groups |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
VassarStats |
UCLA |
UCLA |
UCLA |
UCLA |
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GraphPad |
Laerd |
Laerd |
Purdue |
RExRepos |
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Reed |
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Categorical |
Chi-square Test
Examines relationship between two categorical variables |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
StatSoft |
UCLA |
UCLA |
UCLA |
UCLA |
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VassarStats |
Laerd |
Reed |
Purdue |
NYU |
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Penn State |
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StatTutorials |
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1 IV with levels (dependent/matched groups) |
Interval & Normal |
Paired T-test
Compares difference between two dependent/matched variables |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
StatSoft |
UCLA |
UCLA |
UCLA |
UCLA |
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VassarStats |
Laerd |
Laerd |
Purdue |
RExRepos |
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GraphPad |
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Reed |
StatTutorials |
NYU |
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Ordinal or Interval |
Wilcoxon Signed Rank Test
Compares difference between two dependent/matched variables when the difference is ordinal but not interval/normal |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
VassarStats |
UCLA |
UCLA |
UCLA |
UCLA |
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Laerd |
Reed |
Purdue |
RExRepos |
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Categorical |
McNemar's Test
Compares difference between proportions when the variables are matched/dependent |
Wikipedia |
SPSS |
Stata |
SAS |
R |
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JMP |
StatSoft |
UCLA |
UCLA |
UCLA |
UCLA |
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VassarStats |
Laerd |
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Purdue |
RExRepos |
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GraphPad |
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1 IV with 2 or more levels (dependent/matched groups) |
Interval & Normal |
One-way Repeated Measures ANOVA
Compares difference in means across one independent variable with two or more dependent/related groups |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
Laerd |
UCLA |
UCLA |
UCLA |
UCLA |
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StatSoft |
Laerd |
Laerd |
StatTutorials |
RExRepos |
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VassarStats |
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Reed |
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GraphPad |
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Ordinal or Interval |
Friedman Test
Compares difference in means across an ordinal independent variable with two or more dependent/related groups |
Wikipedia |
SPSS |
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SAS |
R |
MathWorks |
JMP |
VassarStats |
UCLA |
UCLA |
UCLA |
UCLA |
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GraphPad |
Laerd |
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RExRepos |
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Categorical |
Repeated Measures Logistic Regression
Predicts group membership of a binary dependent outcome based off of multiple independent variables with dependent/related measurements |
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SPSS |
Stata |
SAS |
R |
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UCLA |
UCLA |
UCLA |
UCLA |
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2 or more IVs (independent groups) |
Interval & Normal |
Two-way (N-way/Factorial) ANOVA
Compares difference in means across two or more independent variables |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks (Two-way) |
JMP |
StatSoft |
UCLA |
UCLA |
UCLA |
UCLA |
MathWorks (N-way) |
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VassarStats |
Laerd |
Laerd |
UCLA |
RExRepos |
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GraphPad |
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Reed |
Purdue |
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Ordinal or Interval |
Ordered Logistic Regression
Predicts the value of an ordinal dependent variable based off of a combination of one or more independent variables |
Wikipedia |
SPSS |
Stata |
SAS |
R |
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JMP |
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UCLA |
UCLA |
UCLA |
UCLA |
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UCLA |
UCLA |
UCLA |
RExRepos |
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Laerd |
Princeton |
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Norusis |
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Categorical |
Factorial Logistic Regression
Predicts group membership of a binary dependent variable based off a combination of two or more independent variables |
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SPSS |
Stata |
SAS |
R |
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UCLA |
UCLA |
UCLA |
UCLA |
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1 Interval IV |
Interval & Normal |
Correlation (Pearson)
Examines strength of a linear association between two continuous variables |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
Laerd |
UCLA |
UCLA |
UCLA |
UCLA |
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StatSoft |
UCLA |
UCLA |
UCLA |
NYU |
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Laerd |
Laerd |
StatTutorials |
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Simple Linear Regression
Predicts the value of an interval dependent variable based off of the value of an interval or categorical independent variable |
Wikipedia |
SPSS |
Stata
| SAS |
R |
MathWorks |
JMP |
StatSoft |
UCLA |
UCLA |
UCLA |
UCLA |
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Stat Trek |
Laerd |
Laerd |
Purdue |
RExRepos |
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StatTutorials |
NYU |
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Ordinal or Interval |
Correlation (Spearman)
Examines strength of association between two ordinal or interval variables |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
Laerd |
UCLA |
UCLA |
UCLA |
UCLA |
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StatSoft |
Laerd |
Laerd |
StatTutorials |
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Categorical |
Simple Logistic Regression
Predicts the probability of group membership of a binary dependent variable based off of one independent interval variable |
Wikipedia |
SPSS |
Stata (logit) |
SAS |
R |
MathWorks |
JMP |
StatSoft |
UCLA |
Stata (logistic) |
UCLA |
UCLA |
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Laerd |
UCLA |
StatTutorials |
RExRepos |
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SAGE |
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NYU |
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1 or more Interval IVs and/or 1 or more Categorical IVs |
Interval & Normal |
Multiple Regression
Predicts the value of an interval dependent variable based off of a linear combination of two or more interval or categorical independent variables |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
StatSoft |
UCLA |
UCLA |
UCLA |
UCLA |
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UCLA |
UCLA |
UCLA |
RExRepos |
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Laerd |
Laerd |
Purdue |
NYU |
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Princeton |
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ANCOVA (Analysis of Covariance)
Compares difference in means across at least one categorical variable and at least one interval variable |
Wikipedia |
SPSS |
Stata |
SAS |
R |
MathWorks |
JMP |
StatSoft |
UCLA |
UCLA |
UCLA |
UCLA |
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VassarStats |
Laerd |
Reed |
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RExRepos |
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Categorical |
Multiple Logistic Regression
Predicts the probability of group membership of a binary dependent variable based off of a linear combination of independent interval or categorical variables |
Wikipedia |
SPSS |
Stata (logit) |
SAS |
R |
MathWorks |
JMP |
StatSoft |
UCLA |
Stata (logisitc) |
UCLA |
UCLA |
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UCLA |
UCLA |
UCLA |
UCLA |
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Laerd |
UCLA |
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SAGE |
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Discriminant Analysis (predictive)
Predicts group membership of a categorical variable based off of a linear combination of independent interval variables |
Wikipedia |
SPSS |
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SAS |
R |
MathWorks |
JMP |
StatSoft |
UCLA |
UCLA |
RExRepos |
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UCLA |
UCLA |
UCLA |
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SAGE |
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Penn State |
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