System and method for automated population splitting to assist task management through analytics
View Patent ↗Task management supported by analytics has enhanced effectiveness through automated population splitting for generating models that predict task associated outcomes. Subpopulations are automatically analyzed for adequate sample size and selectively recombined based on characteristics of the subpopulations, such as to combine homogeneous subpopulations or to optimize a subpopulation characteristic. As an example, outbound calling campaign models are generated for time periods by splitting a sample population into time period subpopulations and combining subpopulation time periods having inadequate sample size so that combined subpopulations have a minimized total time period or greater similarity relative to other subpopulations.
1. A method for placing outbound calls to accounts during a campaign period, each account having account information, the method comprising:
dividing the campaign into plural time periods;
dividing a sample population of accounts having call results into the plural subpopulations based upon a characteristic of a variable of the sample population;
analyzing the subpopulations to identify at least one subpopulation having an inadequate sample size;
selectively combining the identified subpopulation with one or more of the other subpopulations;
generating a model for each subpopulation remaining after the selectively combining, the model predicting call results for outbound calls;
applying the account information to the models with a computer system to predict outbound call results for the accounts during the plural time periods; and
placing outbound calls with a telephone dialer to the accounts based at least in part on the predicted outbound call results;
wherein selectively combining the identified subpopulation further comprises combining only the subpopulations having consecutive time periods and optimizing the combining of the subpopulations to minimize the maximum length of the time periods associated with the combined subpopulations.
2. The method of claim 1 further comprising:
determining that combining the identified subpopulation with a first or a second subpopulation provides the minimized maximum length of the time periods;
evaluating the first and second subpopulations for similarity with the identified subpopulation; and
selecting the first or second subpopulation to combine with the identified subpopulation that has the greatest similarity with the identified subpopulation.