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Computer Science is the study of computers, computation, automation, and information. The discipline is vast and has overlap with many other disciplines (ex. Computer Science + Biology = Bioinformatics). In general, computer scientists usually work with software and software systems, and the programming of thereof. Programming is one main element of Computer Science.
A solid background in computer science will provide you with the skills necessary to design and analyze algorithms that solve problems as well as analyze the performance of these algorithms. The algorithms you design may solve abstract problems, such as whether a computer can even solve a particular problem, or real-world problems, like designing an application that performs well on an embedded device, or an application that is easy for the elderly to use.