Surge Pricing Algorithm
Benefits and Challenges:
Surge pricing algorithms are essential in ride-sharing applications to dynamically adjust fares based on demand and supply conditions. They help in maximizing earnings during peak times and balancing demand with driver availability.
- Benefits:
- Maximizes earnings during high-demand periods.
- Encourages more drivers to operate during peak times.
- Maintains service availability by matching supply with demand.
- Challenges:
- Ensuring fair pricing without causing user dissatisfaction.
- Handling abrupt demand spikes and ensuring smooth transitions.
- Balancing surge multipliers to optimize both driver earnings and user affordability.
Algorithm:
The Surge Pricing algorithm adjusts the fare based on a base fare and a surge multiplier during peak times.
Example Code (C++):
Time Complexity:
- calculateFare Operation (calculateFare function):
- Time Complexity: O(1)
Space Complexity:
- SurgePricing Class:
- Space Complexity: O(1)