User Engagement Measurement via Temporal Interaction Analysis
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Solution Overview
Problem
Traditional click-thru measurements are not practical for analyzing user engagement with content items in mobile environments, where search results are presented differently, such as in 'cards' without the need for clicking links, necessitating alternative methods to assess user interaction and interest.
Innovation Solution
A system and method that measures user engagement by determining user activities such as dwell time, manipulation of content items, and time between activities, generating scores based on these interactions to assess engagement without relying solely on click-thru metrics, incorporating a user activity analysis unit, user engagement evaluation unit, and user engagement report generation unit within a search engine system and engagement assessment system.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Ease of operation
If traditional click-thru measurements are used to analyze user engagement, then the measurement method is simple and well-established, but it becomes impractical and inaccurate for mobile search result formats where content is displayed without traditional link-based navigation
Solution Approach 1:
The patent changes the measurement parameters from binary click/thru events to continuous temporal and interaction-based parameters. Instead of measuring only whether a user clicked a link, the system measures dwell time, time between activities, and patterns of user interaction with content cards, transforming the measurement approach to match the mobile interface paradigm
Solution Approach 2:
The patent substitutes the mechanical click-link navigation model with a temporal and interaction-based measurement model. Rather than relying on the mechanical action of clicking links to determine engagement, the system uses timing information and interaction patterns to infer user engagement with content displayed in card formats
2Adaptability or versatility
If alternative content presentation formats are used in mobile environments, then user experience is improved and accessibility is enhanced, but the ability to measure user engagement through traditional click-thru metrics is lost
Solution Approach 1:
The patent introduces temporal information and interaction patterns as intermediary measures that bridge the gap between alternative content formats and engagement measurement. These intermediary parameters (dwell time, time between activities) serve as proxies that indirectly capture user engagement without requiring traditional click-based interactions
Solution Approach 2:
The system uses user interaction patterns and temporal data as feedback mechanisms to infer engagement levels. By monitoring how long users view content, when they interact with it, and the patterns of their behavior, the system generates engagement scores that feedback into content ranking and personalization algorithms
Data Source
AI summary
Method, system, and programs for measuring user engagement with content items. In one example, a query is received. A set of content items related to the query is obtained. A presentation of at least one content item of the set of content items is provided on a user interface. A user activity related to the at least one content item is determined. An amount of time between a time at which the presentation of the at least one content item is provided on the user interface and a time at which the user activity occurred is determined. A score associated with the content item is determined based on the amount of time. Information related to user engagement with the set of content items is generated based on the score.