Balancing package delivery sub-route assignments amongst delivery workers based on worker efficiencies and attendance

A computer-implemented method for attendance assignment, the method comprising:

• retrieving by at least one processor, from a database, a plurality of delivery routes and a plurality of delivery sub-routes, wherein the delivery sub-routes are part of the delivery routes;
• receiving by the at least one processor, as input, package distribution and a number and a type of workers available for deliveries, wherein the type including at least one of classification characteristics or efficiency characteristics;
• assigning by the at least one processor, based on a number of packages allocated to delivery sub-routes and the received input, the workers to a plurality of groups, wherein the groups correspond to different delivery routes or sub-routes;
• comparing by the at least one processor, based on the assignment, the assigned workers against the delivery routes or the delivery sub-routes;
• modifying by the at least one processor, based on the comparison, a quantity of at least one of the delivery routes or the delivery sub-routes to match an amount of the assigned workers;
• generating by the at least one processor, based on the classification characteristics and the efficiency characteristics, a plurality of candidate routes associated with the workers;
• calibrating by the at least one processor, based on the modified quantities and generated candidate routes, modified delivery sub-routes;
• determining by the at least one processor, an expected delivery efficiency;
• calculating by the at least one processor, based on historical data, the expected delivery efficiency for selected individual pre-defined regions and sub-regions;
• determining by the at least one processor, using at least the package distribution, a visiting sequence to minimize delivery cost;
• transmitting by the at least one processor, over a network, based on weights assigned to the workers, at least one visual representation of the visiting sequence and the modified delivery sub-routes to a display of an electronic device associated with a delivery worker;
• receiving by the at least one processor, over the network, delivery information including at least one scanned package identifier from the electronic device associated with the delivery worker;
• updating by the at least one processor, the historical data to include the delivery information including the at least one scanned package identifier:
• recalculating by the at least one processor, based on the at least the updated historical data, the expected delivery efficiency for the selected individual pre-defined regions and sub-regions;
• recalibrating by the at least one processor, based on the recalculated expected delivery efficiency, the at least one of the modified delivery sub-routes;
• and
• transmitting by the at least one processor, over the network, the recalibrated at least one of the modified delivery sub-routes to the display of the electronic device associated with the delivery worker.

A non-transitory computer-readable medium storing instructions that, when executed by a processor, cause the processor to perform operations comprising:

• retrieving, from a database, a plurality of delivery routes and a plurality of delivery sub-routes, wherein the delivery sub-routes are part of the delivery routes;
• receiving, as input, package distribution and a number and a type of workers available for deliveries, wherein the type including at least one of classification characteristics or efficiency characteristics;
• assigning, based on a number of packages allocated to delivery sub-routes and the received input, the workers to a plurality of groups, wherein the groups correspond to different delivery routes or sub-routes;
• comparing, based on the assignment, the assigned workers against the delivery routes or the delivery sub-routes;
• modifying, based on the comparison, a quantity of at least one of the delivery routes or the delivery sub-routes to match an amount of the assigned workers;
• generating, based on the classification characteristics and the efficiency characteristics, a plurality of candidate routes associated with the workers;
• calibrating, based on the modified quantities and generated candidate routes, modified delivery sub-routes;
• determining an expected delivery efficiency;
• calculating, based on historical data, the expected delivery efficiency or selected individual pre-defined regions and sub-regions;
• determining, using at least the package distribution, a visiting sequence to minimize delivery cost;
• transmitting, over a network, based on weights assigned to the workers, at least one visual representation of the visiting sequence and the modified delivery sub-routes to a display of an electronic device associated with a delivery worker;
• receiving, over the network, delivery information including at least one scanned package identifier from the electronic device associated with the delivery worker, wherein the information is configured to be stored as updated historical data;
• recalculating, based on the updated historical data, the expected delivery efficiency for the selected individual pre-defined regions and sub-regions;
• recalibrating, based on the recalculated expected delivery efficiency, the at least one of the modified delivery sub-routes;
• and
• transmitting, over the network, the recalibrated at least one of the modified delivery sub-routes to the display of the electronic device associated with the delivery worker.