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Simple linear regression has:
One x and one y variable
Multiple linear regression has:
One y and two or more x variables
Dummy variable
Used in regression analysis, it takes only the value 0 or 1 to indicate the absence or presence of some categorical effect that may be expected to shift the outcome
Multicollinearity
Occurs when two or more predictor variables in a regression model are highly correlated