The main component of a computer that performs calculations and processes data is the central processing unit (CPU). The CPU, often referred to as the "brain" of the computer, executes instructions from programs, performs arithmetic and logic operations, and manages data flow within the system. Its performance significantly influences overall system speed and efficiency in running applications.