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p value
Probability you would have obtained the results by chance
alpha
What researchers decide is their own statistically significant cut off point
Steps of data analysis
See and analyze data using descriptive stats
Based on model, select variables to regress
See which results are statistically significant
Interpret coefficients and R^squared, but only for values that are statistically significant
Repeat steps on other variables/combos
Select most appropriate model
During multivariate regression
When interpreting any single coefficient in a multiple regression, you must include the caveat that all other variables in the model are being held fixed (constant) while that one variable changes.