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Direction
positive/negative/none
Unusual Features
outliers
Form
linear/nonlinear
Strength
weak/moderate/strong
Interpreting correlation ®
The linear relationship between explanatory variable and response variable is strength and direction.
Interpreting coefficient of determination (r²)
R² percent of the variation in the response variable is explained by the linear relationship with explanatory variable.
Residuals
The actual context was residual above/below the predicted value for x = #.
Y-int
When x = 0 context, the predicted y-context is y-int.
Slope
With each additional x-context the predicted y-context increases/decreases by slope.
Standard Deviation Interpretation
The context typically varies by SD from the mean of MV
Z-score
context is z standard deviations above/below the mean
Shape
symmetric, skewed, bimodal, unimodal
Outlier
IQR Rule
Center
mean for symmetric distributions or median for skewed distributions
Spread
range for when you can’t find SD or IQR; IQR for normal and SD for skewed