Time format conversion involves changing a time representation from one format to another, such as from 12-hour format to 24-hour format or from human-readable strings to UNIX timestamps used by computers. This process is crucial in software development, data analysis, and international communication to ensure consistency and eliminate ambiguity in time-related data.