What did people choose?
Before we fit a model, we want to get a sense for what people choose as a function of each product attribute. The best way to do this is to count how many times a car with a particular feature is chosen. In this exercise, we are going to focus on the transmission feature and count up the number of times chosen cars have manual transmissions versus automatic using the xtabs()
function.
This exercise is part of the course
Choice Modeling for Marketing in R
Exercise instructions
- Change the formula in the
xtabs()
function tochoice ~ trans
, which means "sum up thechoice
variable for each level of thetrans
variable." - Print the
chosen_by_trans
table to the console by typing its name. How many times were cars with manual transmissions chosen versus automatic? - Plot the
chosen_by_trans
object using thebarplot()
function.
Hands-on interactive exercise
Have a go at this exercise by completing this sample code.
# Create a table of chosen sportscars by transmission type
chosen_by_trans <- xtabs(___, data = sportscar)
# Print the chosen_by_trans table to the console
# Plot the chosen_by_trans object
barplot(___)