The use of high resolution mapping products, increased knowledge of machine/soil impacts and advanced forest landscape modelling offer the opportunity to develop predictive tools to aid in forest operations planning. FPInnovations has been involved in a joint project with the University of New Brunswick and J.D. Irving Ltd. to develop a soil trafficability prediction model to enhance in-block planning and to reduce soil disturbance. This report provides a summary of FPInnovations contributions to this project.