Lecture 11 - Issues in design: Relationships Flashcards
Correlation: Designing correlational studies
What must be true for a correlation?
- Both variables must be continuous
- Nothing is manipulated
-no IV or DV, just “variables”
What hypotheses are there in correlational designs
Null
Two-tailed
One-tailed: Positive relationship
One-tailed: Negative relationship
How to analyse correlations?
If parametric assumptions have been MET then Pearson’s correlation
If parametric assumptions have been VIOLATED then Spearman’s correlation
When do we building predictive models
When analysing more than two continuous variables
What is the terminology used for the variables for analysis
Outcome variable: variable BEING predicted
Predictor variable: variable USED to predict outcome
What is the purpose of building a predictive model
Gives more in depth & detailed/accurate prediction of what the relationship between variables is
Doesn’t only say “there is a significant relationship” but provides more meaningful and tangible information
What is the process of making a regression model
Starts off with a correlation
-eg “yes there is a significant positive correlation”
Uses one variable to predict the other
Line of best fit of the correlation forms the predictive model
what is model variance & what is random variance
Model/explained variance: Variance explained by the line of best fit
Random/unexplained variance: Variance between line of best fit and raw data
if gaps between the lines and the dots are far bigger = more random variance
What does model variance vs random variance mean
Model = More likely to be significant
vs
Random = Less likely to be significant
What are confounds in relationships
Variable that can explain some variance
-can be model and/or random
What variables can be confounds
Continuous
Binary categorical variables
What are the four steps to writing critically about research
Clearly identify and explain issue
-include published research to support ideas
Explain how this may have influenced findings
-Be specific (over or underestimate?)
Consider alternative designs or improvements
Predict how this change may impact findings
-if new version of study was done
What are the 3 steps when designing a correlational study
Hypothesis
Two variables
Think critically