Abstract: System and method for facilitating management of a time-varying resource pool are provided. The system includes a processor and a memory coupled to the processor. The memory stores processor-executable instructions that, when executed, configure the processor to: obtain a time-series data set including data entries associated with one or more consumed resources; identify one or more recurring resource allocations based on recurring data entries of the time-series data set; identify additional resource allocations based on irregularly-timed data entries of the time-series data set; determine a forecasted resource pool value based on a combination of the identified recurring resource allocations and the additional resource allocations; and upon detection of a trigger condition, generate data for display, via a user interface, a scaled resource allocation value based on the forecasted resource pool value.

Abstract: System and method for facilitating management of a time-varying resource pool. The system includes a processor and a memory coupled to the processor. The memory stores processor-executable instructions that, when executed, configure the processor to: obtain a time-series data set including data entries associated with one or more consumed resources; identify one or more recurring resource allocations based on recurring data entries of the time-series data set; identify additional resource allocations based on irregularly-timed data entries of the time-series data set; determine a forecasted resource pool value based on a combination of the identified recurring resource allocations and the additional resource allocations; and upon detection of a trigger condition, generate data for display, via a user interface, a scaled resource allocation value based on the forecasted resource pool value, the scaled resource allocation value corresponding to at least one time-based reference.

Abstract: Systems and methods of dynamic resource allocation. The system may include a processor and a memory coupled to the processor. The memory stores processor-executable instructions that, when executed, configure the processor to: receive a signal representing a resource allocation request; determine a projected resource availability based on a resource model and a second data set including at least one data record unrepresented in batched historical data sets, the batched historical data sets including data records representing at least one of recurring or non-recurring resource allocations, and wherein the resource model is prior-trained based on the batched historical data sets; and generate an output signal for displaying the projected resource availability corresponding with the resource allocation request.

Abstract: System and method for facilitating management of a time-varying resource pool. The system includes a processor and a memory coupled to the processor. The memory stores processor-executable instructions that, when executed, configure the processor to: obtain a time-series data set including data entries associated with one or more consumed resources; identify one or more recurring resource allocations based on recurring data entries of the time-series data set; identify additional resource allocations based on irregularly-timed data entries of the time-series data set; determine a forecasted resource pool value based on a combination of the identified recurring resource allocations and the additional resource allocations; and upon detection of a trigger condition, generate data for display, via a user interface, a scaled resource allocation value based on the forecasted resource pool value, the scaled resource allocation value corresponding to at least one time-based reference.