Branch misprediction occurs when a CPU incorrectly guesses the direction of a branch instruction, leading to pipeline stalls and performance degradation as the incorrect path must be undone and the correct path executed. Efficient branch prediction algorithms and techniques are crucial for minimizing the impact of mispredictions on modern high-performance processors.