Load flow analysis is fundamental to power system operation and planning. While nonlinear methods offer high precision, their computational complexity limits real-time applications. Linear methods, although computationally efficient, often compromise accuracy. This paper proposes a hybrid linear approach combining two linear load flow methods to address this challenge. The proposed method significantly enhances accuracy compared to traditional linear methods while maintaining computational efficiency. Extensive testing demonstrates the effectiveness of the hybrid approach in improving load flow analysis for distribution networks.