Aon Global Operations Ltd (singapore Branch)

Aon Global Operations Se, Singapore Branch

Kartick Subramanian

Salina Shah

Andy Rallis

Michael Morrow

Todor Penev

The present disclosure relates to systems and methods for optimizing benefits plan options offered by an organization through balancing derived population preferences with organizational preferences by analyzing historical selections made by individuals. Census data dividing members of an organization into census divisions may be applied to machine learning algorithm(s) to derive estimated selection preferences of the members. Using selection preferences, costs of various product offering scenarios and overall member satisfaction estimates of the scenarios may be calculated. Product offering scenarios meeting member preference criteria and organizational budget criteria may be presented for review.

Optimizing benefits selection in view of both member population and organizational preferences

In an illustrative embodiment, an automated system provides for generating product recommendations for clients. The system may include computing systems and devices for receiving a client intake information with product preferences, member demographic information, and current product information, and in response, generating product offerings including at least a portion representing variations of the current product. The member demographic information may be consolidated into census divisions that are each associated with a category of the member demographic information, and probabilities of selecting the product offerings may be calculated for each of the census divisions. The product offerings may be presented in a user interface with optimization scores that are a function of the probability of selecting the product offerings as well as provider financial goals, employee perception goals, and market competitiveness goals. Responsive to receiving filter adjustments, the optimization scores for the product offerings may be modified.

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Singapore, Singapore

Kartick Subramanian