Resource Allocation in a Network System
A network system, such as a transportation management system, efficiently allocates providers among different geographic regions by providing multiple service options to users. A trip management module detects user interest based on the number of users who make a trip request within a specified vicinity and time period. An option selection module selects geographic regions and providers for inclusion in a list of service options presented to the user based on global optimization across geographic regions within a threshold distance of the user's origin location. A trip price estimation module calculates estimated values for each of the service options and sends the estimated values to the option selection module for display on the computing device. Data regarding service options presented to and selected by users is input to an optimization engine, which predicts user demand across geographic regions and time periods and positions providers based on predicted demand.
1 . A method for allocating resources for a network system, comprising:
Receiving, over one or more networks, a set of data from a computing device associated with a user of the network system, wherein the set of data includes an origin location that is in a first geographic region, a destination location, and a desired departure time; and
processing the set of data by:
selecting a set of service options, wherein each service option includes a candidate provider located in a geographic region within a threshold distance of the first geographic region;
for each service option, computing an estimated value from the origin location to the destination location based at least in part on the candidate provider's current location; and
transmitting, over the one or more networks, data corresponding to the set of service options and estimated values to the computing device for display on the computing device.
2 . The method of claim 1 , wherein selecting the set of service options comprises:
inputting one or more of: the set of data or trip data associated with other users of the network system; and
selecting:
geographic regions within a threshold distance of the first geographic region; and
candidate providers for the first geographic region and for each selected geographic region.
3 . The method of claim 2 , wherein the trip data includes sets of service data associated with other users of the network system.
4 . The method of claim 1 , further comprising generating an optimization model based on the set of service data, the user input, and training data including service options presented to and selected by other users of the network system.
5 . The method of claim 1 , wherein the set of data comprises a request for service through the network system.
6 . The method of claim 1 , wherein the set of data comprises a request for an estimated value through the network system.
7 . The method of claim 1 , wherein the network system positions providers across and within geographic regions responsive to predicting a period of high demand for service.