Array operations become more efficient with np.where. It replaces the need for heavy loops and provides instant conditional results. Its versatility makes it suitable for scientific computing, financial modeling, and machine learning preprocessing, where efficiency is crucial. https://docs.vultr.com/python/third-party/numpy/where