Complex sentence: The characteristic aspect of the machine's design is its automatic performance of elapsed-time calculations, as calculating the difference between two times manually is a tedious and error-prone process, and the machines quickly gained popularity.
Split into simpler sentences: The characteristic aspect of the machine's design is its automatic performance of elapsed-time calculations. Doing them manually is a tedious and error-prone process, and the machines quickly gained popularity.