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Despite the increasing need for private transit, driver ride cancellation is considered as one of the major issues that hinder the growth of the ride-hailing segment. In fact, 36% of passengers in India claim driver cancellation to be the biggest drawback in booking on-demand taxis. Besides causing inconvenience for customers, it affects the overall business productivity for taxi owners which, in turn, cuts short the cash flow into their businesses.