This paper explores the use of Virtual Reality (VR) in training police officers for high-stress situations. It summarizes the results of our three-year H2020 SHOTPROS project which looked at requirements from experienced police trainers and industry experts. The paper highlights the importance of matching training with VR capabilities and shows that VR training leads to real-world improvements in police duties. The paper can be found here.