Method, system, and computer-readable medium for generating recommendations based on online history information and geospatial data

A system for recommending where to conduct a transaction, comprising:

• a storage device that stores instructions;
• and
• at least one processor that executes instructions for:
• receiving, at a server, user input data corresponding to a user device of a user comprising a first location and an objective;
• analyzing, by a recommendation execution cluster, network bandwidth and network latency between the user device and a plurality of data warehouses to determine a data warehouse, among the plurality of data warehouses, with a lowest network latency relative to the user device or in closest geographic proximity to the user device;
• migrating, based on the analyzing, the received user input data to the determined data warehouse with the lowest network latency relative to the user device or in closest geographic proximity to the user device;
• generating, by a recommendation application system, a geographic boundary around the first location, based on the received user input data;
• determining, by the recommendation application system, traffic information corresponding to a route from the first location to one or more candidate locations within the geographic boundary, the traffic information extrapolated from multiple geospatial devices;
• parsing, by the recommendation application system, one or more electronic communications of the user to determine frequency data associated with transactions of the user;
• determining, by the recommendation application system, correlated frequency data based on the frequency data that corresponds to the first location and the objective;
• ranking, by the recommendation application system, the one or more candidate locations by assigning a weight to the one or more candidate locations based on the correlated frequency data;
• determining, by the recommendation application system, a candidate location recommendation and a candidate location rationale based on the traffic information and the candidate location recommendation having a highest assigned weight and a greater cost and time savings over completing the objective on a website;
• and
• transmitting the candidate location recommendation and the candidate location rationale to a dynamic display on the user device, wherein the dynamic display includes a heat map based on the frequency data.

A non-transitory computer-readable medium storing instructions for recommending where to conduct a transaction, the instructions configured to cause at least one processor to perform operations comprising:

• receiving, at a server, user input data corresponding to a user device of a user comprising a first location and an objective;
• analyzing, by a recommendation execution cluster, network bandwidth and network latency between the user device and a plurality of data warehouses to determine a data warehouse, among the plurality of data warehouses, with a lowest network latency relative to the user device or in closest geographic proximity to the user device;
• migrating, based on the analyzing, the received user input data to the determined data warehouse with the lowest network latency relative to the user device or in closest geographic proximity to the user device;
• generating, by a recommendation application system, a geographic boundary around the first location, based on the received user input data;
• determining, by the recommendation application system, traffic information corresponding to a route from the first location to one or more candidate locations within the geographic boundary, the traffic information extrapolated from multiple geospatial device;
• parsing, by the recommendation application system, one or more electronic communications of the user to determine frequency data associated with transactions of the user;
• determining, by the recommendation application system, correlated frequency data based on the frequency data that corresponds to the first location and the objective;
• ranking, by the recommendation application system and, the one or more candidate locations by assigning a weight to the one or more candidate locations based on the correlated frequency data;
• determining, by the recommendation application system, a candidate location recommendation and a candidate location rationale based on the traffic information and the candidate location recommendation having a highest assigned weight and a greater cost and time savings over completing the objective on a website;
• and
• transmitting the candidate location recommendation the candidate location and rationale to a dynamic display to a dynamic display on the user device, wherein the dynamic display includes a heat map based on the frequency data.