How to use Statistical Tools for Analysis

[Parametric]


[Non-parametric]



Target Variables

Interval or Ratio (Scale)

Weight, Height etc.

Ordinal

strongly disagree -

strongly agree

High- Medium- Low

Nominal

Male/  Female

SC / ST / OBC / Gen

Describe one group



Descriptives

Min,Max, Mean, Median,

Standard deviation

Median

Median, Mode, frequency, percentage

Pie Chart, Bar Diagram

Proportion

Mode, frequency, percentage

Pie Chart, Bar Diagram


Relationship between

two variables


Pearson correlation

Spearman correlation

Chi square test

Compare one group

to a hypothetical value



One-Sample t test

(Single sample mean test)

Wilcoxon rank sum test

(Single sample Median test)

Chi-square or Binomial test


Compare two unpaired groups




Two Sample t test / independent t test

Mann-whitney test

(Interval also)

Chi square test for large sample



Fisher's exact test for small sample 

(one or more of the Expected cell count in a 2×2 table is less than 5)

Compare two paired groups




Paired t-test

Wilcoxon signed rank

(Interval also)

McNemer test

Compare three or

more unpaired groups



One way ANOVA


Kruskal Wallis test


Chi square test

Compare three or

more paired groups


One way repeated measurements ANOVA

Friedman Test

Cochrane's Q

Predict value from one

independent variable


Simple Regression

Non-parametric regression

Simple logistic regression

Predict value from 

several variable


Multiple Regression/Multiple nonlinear regression


Multiple logistic regression