Is it reliable to depth convert seismic time interpretation using seismic velocity data? Do these velocity data add value to the depth conversion? This paper is an attempt to answer the question and to propose a geostatistical model based on Bayesian approach. The proposed methodology is applied to real and test case studies to demonstrate the ability to add value to the depth conversion by properly using seismic velocity models.