Intelligent Node Positioning for Web Analytics Clarity
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Solution Overview
Problem
Existing web analytics software fails to provide a clear, visual representation of website visitation patterns, making it difficult for users to discern node-to-node path flows and conversion rates, and lacks the ability to dynamically control the number of connections displayed.
Innovation Solution
The system automatically positions nodes in a site analysis report using intelligent criteria, such as relative depth and conversion rate, and allows users to override or customize these positions, while using color and relevance sliders to enhance visual understanding of traffic flow and conversion metrics.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Loss of information
If detailed node-to-node visitation paths are displayed, then comprehensive visitation statistics are provided, but the report becomes complex and difficult to interpret
Solution Approach 1:
The patent segments the complex visitation path data into discrete nodes representing web pages and uses visual encoding (colors, positions) to represent different metrics. Each node is individually positioned and colored based on its conversion rate, allowing comprehensive data presentation while maintaining visual clarity through structured segmentation of information.
Solution Approach 2:
The patent transforms one-dimensional path data into a two-dimensional visual space where nodes are positioned based on conversion rates. This dimensional transformation allows multiple metrics (visitation frequency, conversion rate, path direction) to be simultaneously displayed in a single visual report, resolving the contradiction between detail completeness and interpretability.
2Device complexity
If fixed node positioning is used, then report structure is simple, but user customization and dynamic control are limited
Solution Approach 1:
The patent implements dynamic node positioning where nodes can be automatically positioned based on conversion rate metrics or manually dragged by users to custom positions. This dynamic capability allows the report structure to adapt to different user needs and analysis scenarios while maintaining an otherwise simple and clean visual layout.
3Loss of information
If automatic node positioning based on conversion rate is implemented, then visual indication of conversion rate is provided, but manual user adjustment is prevented
Solution Approach 1:
The patent provides automatic node positioning based on conversion rate data, with nodes positioned proportionally to their conversion rates. Users can visually assess the conversion rate distribution through node positions and make manual adjustments by dragging nodes to preferred locations, creating a feedback loop between automated data representation and user-controlled refinement.
Data Source
AI summary
In the context of a site analysis report showing paths between nodes, nodes are automatically positioned within the report in an intelligent manner, according to specified criteria so as to provide useful information about the represented pages. For example, the Y-axis can indicate relative depth of a page in the site, while the X-axis represents conversion rate. Alternatively, node position can represent any other quantitatively representable data, either specified as a default or selected by the user. In one embodiment, the automatic positioning can be overridden by a user, if desired.