Integer-valued Lévy processes and low latency financial econometrics

Motivated by features of low latency data in financial econometrics we study in detail integer-valued Lévy processes as the basis of price processes for high-frequency econometrics. We propose using models built out of the difference of two subordinators. We apply these models in practice to low latency data for a variety of different types of futures contracts.