The role of an algorithm in computer science is to provide a set of defined steps or rules for solving a problem or performing a task. Algorithms form the basis of various computing processes, from data sorting and searching to complex machine learning techniques. They determine the efficiency and effectiveness of software applications, influencing performance and reliability. Additionally, algorithms can be optimized for better resource utilization, making them crucial in areas like big data analysis, artificial intelligence, and overall software development.