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READING 8: MULTIPLE REGRESSION AND ISSUES IN REGRESSION ANALYSIS
LOS 8.g: Calculate and interpret the F-statistic, and
describe how it is used in regression analysis.
MODULE 8.3: ANOVA AND THE F-TEST
THE F-STATISTIC
An F-test assesses how well the set of independent variables, as a group, explains the variation in the dependent variable. (Does
at least one of the independent variables explains a significant portion of the variation of the dependent variable?).
Given 4 independent variables:
Note that F-test is
always a 1TT
NOTE: F-statistic is compared with the 1TT critical F-value, F , at the appropriate SL
c
Rejection of Ho means?
• At least one of the independent variables in the
regression model is significantly different from zero;
• That is, at least one makes a significant contribution
to the explanation of the dependent variable.