Can you say what features you have already included - then an omission might be more obvious?
Other than that, it may be worth restricting any model to 2 year old races only, 3 year old races only, or all age handicaps - since the rate of improvement in flat horses, being the equine equivalent of young adolescents, bears little resemblence to jumps horses, bar the older age groups.