Lecture 9 Flashcards
What are the 2 types of non-parametric correlation methods?
- Spearmans rank
- Kendalls tau
What is the method of a spearmans rank correlation?
Step 1: Rank transformation of x and y
Step 2: Pearsons r correlation on the transformed variables
Step 3: Produces a correlation coefficent: P
What data (normal/ non-normal) can spearmans be used for?
Both
What type of relationship does spearmans measure?
Monotonic
What data (normal/ non-normal) can Pearsons be used for?
Just Normal
What type of relationship does Pearsons measure?
Linear relationships
What is the method for Kendalls Tau
Step 1: Rank transform variables
Step 2: count concordant and discordant pairs
Step 3: Correlation coefficient denoted by greek letter tau (T)
What does the Tau-A correction do to ties?
No adjustment for ties, just keeps it in range -1 to +1
What does the Tau-B correction do to ties?
Adjusts ties to keep range -1 to +1. The most common. Easy to interpret
Do Spearmans and Kendalls yield similar results?
Yes typically similar results
what are the advantages of Kendall’s Tau?
√ More robust for significance testing in smaller sampels
√ Particularly suitable for discrete + Ordinal data
Evaluate ranked group difference tests
√ Ranking method provides robustness against outliers
√ Doesnt require normally distributed data
√ Can use with ordinal, unlike t -test
X - has less power than t tests
What are the 3 non-parametric tests for group differences?
Binomial test, Mann-Whitney u-test, Wilcoxon signed-rank test
When would you use binomial test?
With binomial data
How to you calculate correlation tests in SPSS?
Analyse - correlate - Bivariate - add variables - select method (Pearson, spearmans, kendalls)