Simulated User Profile Analysis for UI Element Impact Assessment
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Solution Overview
Problem
Conventional technologies fail to provide a cost-effective and controlled environment to evaluate the effectiveness of UI/UX modifications before implementation, lacking the ability to assess the impact of UI element changes using simulated user testing and real digital footprints.
Innovation Solution
A simulation analysis system that monitors user interactions with UI elements to generate simulated user profiles based on click patterns, calculates UI/UX impact, and identifies high-impact UI elements by analyzing clickstream data.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If conventional user testing sessions are conducted to evaluate UI/UX changes, then measurement precision of UI/UX impact is improved, but loss of time and cost effectiveness deteriorate due to long-running sessions
Solution Approach 1:
The patent creates simulated user profiles that copy and replicate the click patterns and behaviors of real users. Instead of conducting lengthy real user testing sessions, the system generates virtual copies of user interactions based on historical clickstream data, allowing rapid evaluation of UI/UX changes without time-consuming manual testing
Solution Approach 2:
The system performs preliminary analysis by pre-processing clickstream data to generate simulated user profiles before actual UI/UX evaluation is needed. This preliminary action creates a ready-to-use repository of user behavior patterns that can be quickly applied to assess design changes without requiring new testing sessions
2Reliability
If comprehensive user testing is conducted to assess UI/UX effectiveness, then reliability of evaluation is improved, but device complexity and resource requirements worsen
Solution Approach 1:
The system performs self-service evaluation by automatically analyzing its own collected clickstream data to generate simulated user profiles and assess UI/UX impact. The system uses its existing data infrastructure and computational resources to conduct evaluations without requiring external testing facilities or complex additional hardware
Solution Approach 2:
The simulated user profiles serve multiple functions: they can evaluate different UI designs, test various user scenarios, and provide baseline comparisons. This multi-functionality increases evaluation reliability without proportionally increasing system complexity, as the same core infrastructure supports diverse analysis needs
3Manufacturing precision
If real user testing sessions are organized to evaluate UI modifications, then product quality improvement is achieved, but ease of operation deteriorates due to coordination requirements
Solution Approach 1:
The system replaces the need to coordinate real human users by creating digital copies of user behaviors through simulated profiles. These profiles automatically replicate user interactions with the UI, eliminating the operational complexity of scheduling, coordinating, and managing real user testing sessions while maintaining design evaluation quality
4Measurement precision
If extensive clickstream data analysis is performed to identify high-impact UI elements, then measurement precision of element impact is improved, but loss of time in processing data worsens
Solution Approach 1:
The system performs preliminary processing of clickstream data to generate simulated user profiles in advance. This pre-processing organizes and structures the raw clickstream data into meaningful user behavior patterns, so that when UI element impact analysis is needed, the system can query pre-organized profiles rather than processing raw data from scratch, significantly reducing analysis time
Data Source
AI summary
Methods, system, and non-transitory processor-readable storage medium for a simulation analysis system are provided herein. An example method includes monitoring, by a simulation analysis system, user interactions with User Interface (UI) elements on a user interface to obtain click patterns associated with the UI elements. The simulation analysis system generates simulated user profiles based on the user interactions. The simulation analysis system calculates a User Interface/User Experience (UI/UX) impact using the click patterns associated with the simulated user profiles, and identifies a set of high impact UI elements associated with the UI.