Odds ratio
Odds ratios compare the probability of something happening with the probability of it not happening. This is sometimes easier to reason about than probabilities, particularly when you want to make decisions about choices. For example, if a customer has a 20% chance of churning, it maybe more intuitive to say "the chance of them not churning is four times higher than the chance of them churning".
mdl_churn_vs_relationship
, explanatory_data
, and plt_churn_vs_relationship
are available and dplyr
is loaded.
Diese Übung ist Teil des Kurses
Introduction to Regression in R
Interaktive Übung
Vervollständige den Beispielcode, um diese Übung erfolgreich abzuschließen.
# Update the data frame
prediction_data <- explanatory_data %>%
mutate(
has_churned = predict(
mdl_churn_vs_relationship, explanatory_data,
type = "response"
),
# Add the odds ratio
odds_ratio = ___
)
# See the result
prediction_data