Hypothesis Testing 1 Flashcards
Correlation
Any observed relationship between two variables
Independent
No relationship between two variables
What may cause a correlation between variables X and Y?
- Variation in X causes variation in Y
- Variation in Y causes variation in X
- Variation in X and Y is caused by some third factor
- Chance
Where are variables plotted on a scatter graph?
- Independent on X
- Dependent on Y axis
What are the types of relationships between variables?
- Linear
- Quadratic
- Logarithmic
Statistical estimate of relationship between two variables
Interval and ratio scale= correlation coefficient
The range of correlation coefficient values
-1 and 1
0= no relationship
1= positive
-1= negative
Anscombe’s quartet
Demonstrates the importance of graphing data before statistical analysis
-Similar statistical data may be misleading without graphs
-Importance of outliers
Correlation coefficient ASSUMES THERE IS LINEAR RELATIONSHIP
Correlation coefficient for sample estimation
Pearson’s coefficient
What are the standard p-value thresholds?
- p < 0.05 meaning that there is less than 1 chance in 20 of obtaining the observed result by chance, if the null hypothesis is true
- p < 0.01 less than 1 chance in 100
- p < 0.001 less than 1 in 1000