This is very cool. And I think the format is potentially very useful. But the questions are not that good, because most of the answers don't perfectly fit the exclusive labels presented as options

For example:

Going 600 km for a family event. How do you travel? * Overnight train * Flight * Drive * Sleeper bus

To me the answer depends. It depends on things like what kind of family event it is, the urgency, who is going, who is coming with me, availability and timing. So essentially, there's a lot of missed context, that is not being captured or represented well enough to produce good predictions