{
"test_name": "VIF Test (Python - statsmodels)",
"dataset": "longley",
"formula": "GNP.deflator ~ GNP + Unemployed + Armed Forces + Population + Year + Employed",
"vif_values": [
1214.5721487549663,
83.95864609014245,
12.156386301098246,
230.91221480979843,
2065.7339385300716,
220.4196816766494
],
"variable_names": [
"GNP",
"Unemployed",
"Armed Forces",
"Population",
"Year",
"Employed"
],
"max_vif": 2065.7339385300716,
"interpretation": "Severe multicollinearity detected (VIF > 10)",
"description": "Variance Inflation Factor measures multicollinearity among predictors. Uses statsmodels.stats.outliers_influence.variance_inflation_factor."
}