Server Message Evaluation Segmentation
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Solution Overview
Problem
Current solutions for generating electronic messages, such as emails, often fail to optimize the effectiveness of message attributes like layout and timing, leading to unsuccessful interactions with recipients, even if they are interested in the content.
Innovation Solution
A server-based message management application that allows for the configuration and testing of different electronic message versions with varying attributes, providing an interface to select and evaluate the effectiveness of these messages by identifying adverse impacts and suggesting modifications to ensure accurate evaluation.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If multiple versions of electronic messages are transmitted to multiple segments of recipients for evaluation, then the effectiveness evaluation becomes more comprehensive, but the complexity of the testing process and system configuration increases
Solution Approach 1:
The patent divides the recipient population into multiple segments and transmits different versions of electronic messages to each segment. This segmentation allows for controlled testing of multiple message versions while maintaining manageable test groups, resolving the contradiction between comprehensive evaluation and process complexity by organizing the testing into discrete, manageable segments.
Solution Approach 2:
The system dynamically adjusts message attributes (such as subject lines, content, timing) based on segment characteristics and performance data. This dynamic approach allows the testing framework to adapt to different segments without requiring complete redesign for each test, thereby maintaining evaluation comprehensiveness while reducing overall system complexity.
2Productivity
If message attributes such as layout and timing are optimized for different recipients, then the interaction effectiveness improves, but the number of variables to test and evaluate increases
Solution Approach 1:
The patent applies different message attributes (local qualities) to different recipient segments based on their characteristics and behaviors. Instead of testing all possible combinations of attributes across all recipients, the system tailors specific attribute variations to specific segments, improving interaction effectiveness while keeping the number of tested variables manageable through localized optimization.
Solution Approach 2:
The system systematically varies message parameters (such as subject line text, sending time, layout) across different segments to determine which parameter combinations yield the best interaction rates. By changing parameters in a controlled, segment-by-segment manner rather than all at once, the system optimizes effectiveness while maintaining testability.
3Reliability
If a comprehensive test transmission is conducted with multiple message versions and segments, then the evaluation data becomes more reliable, but the time required for testing and implementation increases
Solution Approach 1:
The patent conducts preliminary testing with a subset of recipients and message versions before full-scale implementation. This preliminary action allows the system to gather initial reliability data and refine the testing approach, ensuring that the comprehensive evaluation eventually conducted maintains high reliability while minimizing unnecessary testing time through pre-validation of the testing framework.
Solution Approach 2:
The system implements testing in periodic phases, conducting evaluations at multiple time points rather than requiring all data simultaneously. This periodic approach allows for staged analysis and decision-making, maintaining evaluation reliability through multiple measurement opportunities while reducing the perceived time loss by distributing testing over manageable periods.
Data Source
AI summary
In certain embodiments, evaluations of effectiveness are optimized for multiple electronic message versions. For example, a server receives, subsequent to first electronic messages being transmitted over a first time period, responsive electronic data automatically generated by interactions with these messages. The server controls, based on the responsive electronic data, transmission of second electronic messages to recipients. For instance, the server provides an interface for configuring a test transmission of different test message versions to segments of recipients, where each version includes a different combination of message attributes. The server receives a selection of options via the interface for the test transmission, identifies an adverse impact on the test transmission associated with the selection, and indicates the adverse impact via the interface. The server subsequently receives, via the interface, a modification to the test transmission options. The server uses the modified options to transmit the second electronic messages.