SDA: Continuous Data Relationships Flashcards
What data are scatterplots used for?
Ratio/Interval data
Used to identify linear relationships
What are the 5 main relationships that can be identified?
- Strong Positive
- Strong Negative
- Weak, dispersed (+ve or -ve)
- No relationship
- Non-linear (+ve or -ve)
What is the Pearson Product Moment Correlation Coefficient (PPMCC)?
A parametric statistic used to identify the relationships between two variables
When is the PPMCC used?
With interval/ratio data
When it is assumed both variables are normally distributed
How is the statistical significance evaluated for the PPMCC?
Either reference to p-values or comparison with a table of critical values
What is the range of results for a PPMCC?
-1 to 1
-1 = perfect negative
1 = perfect positive
0 = no relationship
When is the Spearman Rank Correlation Coefficient (SRCC) used?
Measuring the statistical significance of a correlation between ORDINAL data
What are the advantages of SRCC over PPMCC?
Avoids assumptions that must be achieved for use of PPMCC
Easier to compute
What is the disadvantage of SRCC?
The use of ordinal data poses problems when using ranked data with several observations with the same rank value