You're actually from kaggle so I'm going to look like a troll arguing with you so I won't try (though I do privately think the right question is pretty obvious

You're actually from kaggle so I'm going to look like a troll arguing with you so I won't try (though I do privately think the right question is pretty obvious always - will this combination of parameters make profit - or some other obvious single metric. Just give all data to the data scientist and have them build the model).