This framework is the exact process I follow when I handicap races. I built it to simplify how I read pace pressure, energy distribution, and race structure so that other players can better understand why races unfold the way they do. Most handicappers spend too much time chasing individual horses while ignoring the environment the race itself is creating. The race shape always comes first. POR tells me what the race is likely to demand internally while the visual pace bias only tells me how that pressure may appear on the surface. Those are not always the same thing. A race can visually look soft and still collapse late because the hidden stress underneath is higher than most players realize. That is why I always trust the physics of the race before I trust appearances.
This is also what makes NewPace so dangerous. It is not simply ranking horses. It is laying out how the race is likely to run before the gates even open. You already know what the pace pressure is and what that pressure is demanding from every horse in the field. As pressure increases, the race stops rewarding raw speed and starts rewarding survivability. In softer POR races speed, position, Prime Power, EPR, FX, and TPR can dominate because horses are allowed to carry their energy comfortably. In chaotic or pressured races the focus shifts toward V/DC, deceleration, %Med, adaptability, and late energy potential. The question stops being who is fastest and becomes who can survive the stress of the race without destroying their energy distribution. Read the race correctly first. Then find the horse that can survive it best. Hope everyone handicaps well this weekend!