Nothing ruins the thrill of buying a brand new car more quickly than seeing your new insurance bill. The sting’s even more painful when you know you’re a good driver. It doesn’t seem fair that you have to pay so much if you’ve been cautious on the road for years. ![beep beep](https://images.unsplash.com/photo-1489824904134-891ab64532f1?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9) Inaccuracies in car insurance company’s claim predictions raise the cost of insurance for good drivers and reduce the price for bad ones. But Kaymo ™ wants to stop that! In this competition, you’re challenged to build a model that predicts the probability that a driver will initiate an auto insurance claim. While Kaymo ™ has used machine learning for the past 10 years, they’re looking to the CAIIS machine learning community to explore new, more powerful methods. A more accurate prediction will allow them to further tailor their prices, and hopefully make auto insurance coverage more accessible to more drivers.