Hitps LLC

Massachusetts Mutual Life Insurance Company

Mark Sayre

Harish Krishnaswamy

Sam Elsamman

Karen Fontaine

Ramiro Ballesteros

Marc Maier

Shanshan Li

Matthew Wolf

Julia Romero

Discussed herein are methods and systems for an interdependent series/suite of AI models. In one embodiment, a processor receives projection assumption inputs from a user device and executes a population builder machine learning model to predict a dynamic adjustment table. It applies the model to population data to generate a value population file, which simulates a subset of the population based on the predicted table. The file contains value cells representing instances of a product. The device then runs a mortality machine learning model to determine mortality data for the product using the simulated population. Finally, it executes a flow projection model to generate a projection report for the product, incorporating mortality data and projection assumptions.

Systems and methods for predictive modeling

Provided methods and systems allow dynamic rendering of a reflexive questionnaire based on a modifiable spreadsheet for users with little to no programming experience and knowledge. Some methods comprise receiving a modifiable spreadsheet with multiple rows, each row comprising rendering instructions for a reflexive questionnaire from a first computer, such as a data type cell, statement cell, logic cell, and a field identifier; rendering a graphical user interface, on a second computer, comprising a label and an input element corresponding to the rendering instructions of a first row of the spreadsheet; receiving an input from the second computer; evaluating the input against the logic cell of the spreadsheet; in response to the input complying with the logic cell of the spreadsheet, dynamically rendering a second label and a second input element to be displayed on the graphical user interface based on the logic of the first row.

Systems, devices, and methods for software coding

Provided methods and systems allow dynamic rendering of a reflexive questionnaire based on a modifiable spreadsheet for users with little to no programming experience and knowledge. Some methods comprise receiving a modifiable spreadsheet with multiple rows, each row comprising rendering instructions for a reflexive questionnaire from a first computer, such as a data type cell, statement cell, logic cell, and a field identifier; rendering a graphical user interface, on a second computer, comprising a label and an input element corresponding to the rendering instructions of a first row of the spreadsheet; receiving an input from the second compute; evaluating the input against the logic cell of the spreadsheet; in response to the input complying with the logic cell of the spreadsheet, dynamically rendering a second label and a second input element to the displayed on the graphical user interface based on the logic of the first row.

Systems and methods for reflexive questionnaire generation using a spreadsheet

Methods and systems described herein allow dynamic rendering of a reflexive questionnaire based on a modifiable spreadsheet for users with little to no programming experience and knowledge. The method and system allow retrieving a spreadsheet to generate a dynamic and reflexive graphical user interface and to pre-populate one or more input elements within the reflexive graphical user interface based on user information retrieved from a disparate data source, where the spreadsheet may be configured for a worksheet inheritance or where the worksheet may be accessed through a check-in/check-out functionality.

A system may include a server, which may receive a request from a customer device. The server may retrieve data records associated with the request from data sources. The server may process and present a standardized data record on analyst devices. The server may remove data gaps from the standardized data record, in response to receiving inputs from at least one analyst device. The server may generate and update status indicators on a user interface of each analyst device when any analyst device may operate on the standardized data record. The server may use a completed data record to generate a dynamic electronic document. The server may present the dynamic electronic document on a user interface of the customer device. The server may update values within the dynamic electronic document when there is a change in information within the data records.

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Springfield, MA, United States of America

Mark Sayre