Offset Optimization System for Deposit Pattern Prediction
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Solution Overview
Problem
Current methods for executing offset actions to collect funds from a debtor's deposit accounts to satisfy overdue credit-card balances are sub-optimal due to fluctuating account balances, leading to missed opportunities and inefficient fund collection, as they either occur too early or fail to trigger at optimal balance points.
Innovation Solution
The system analyzes transaction history to detect deposit patterns and predicts the date of the next large deposit, allowing the offset action to be scheduled for that time, thereby optimizing the amount collected.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Loss of time
If the offset action is executed as soon as possible after approval, then the response time is reduced, but the amount collected is reduced due to low deposit account balance
Solution Approach 1:
The system performs preliminary analysis of deposit account transaction history to identify patterns and predict optimal offset timing before the offset action is executed. By analyzing past transactions in advance, the system determines the best time to execute the offset action when the deposit account balance is likely to be highest, thereby maximizing the amount collected while maintaining timely response.
2Reliability
If the offset action is triggered by monitoring day-end balance, then the timing is more controlled, but the amount collected is still sub-optimal due to balance fluctuations
Solution Approach 1:
The system continuously monitors deposit account transactions and uses feedback from transaction history analysis to dynamically determine optimal offset timing. By analyzing the feedback from past transaction patterns, the system adjusts its timing predictions to identify the optimal moment to execute the offset action, maximizing the amount collected while maintaining reliable timing control.
3Ease of operation
If a preset threshold is used for triggering offset action, then the decision rule is simple, but the offset action may never occur if the threshold is never met
Solution Approach 1:
The system replaces static preset thresholds with dynamic timing predictions based on analyzed deposit patterns. Instead of waiting for a fixed threshold to be met, the system predicts when the deposit account balance will be highest based on transaction history patterns, making the offset action execution more proactive and ensuring it occurs at the optimal time regardless of whether a preset threshold would have been met.
Data Source
AI summary
Systems, methods, and computer program products are provided for optimizing amounts collected in an offset action where a creditor attaches funds from a debtor's deposits account to satisfy overdue debt payments. In operation, embodiments of the present invention leverage a deposits account's transaction history to detect a deposit pattern for the account and, based on the detected pattern, predict the date of the next large deposit to the attachable account. An offset associate, using the present invention, can then schedule the offset action to occur on the expected date of the next large deposit.