This research paper discusses an improved binary search algorithm called the odd even based binary search, which aims to reduce the time complexity from O(log2n) to O(log2(n-m)). The method selectively searches only odd or even numbers from a list based on the parity of the search key, thereby minimizing unnecessary comparisons and resource usage. The paper illustrates the algorithm's implementation and efficiency compared to classical binary search techniques.