The Horizon Effect refers to the limitation in search algorithms, particularly in game-playing AI, where the algorithm cannot foresee significant consequences of actions beyond a certain depth. This leads to suboptimal decision-making as the algorithm may miss critical future developments that lie just beyond its search horizon.