Website Experimentation Logic for Unplanned Configuration Changes
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Solution Overview
Problem
Constant changes in website configurations, such as service interruptions or changes in program logic, make it challenging to conduct carefully planned website experiments and obtain meaningful feedback from visitors.
Innovation Solution
A computer-implemented data processing system that includes web page generation logic and website experimentation logic, which detects random or pseudo-random changes and assesses their impact on visitor interactions, allowing for real-time feedback collection and updates to improve website presentation.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If website configurations are constantly changed to optimize service and adapt to visitor needs, then website adaptability and service quality improve, but the reliability of website experimentation deteriorates
Solution Approach 1:
The system segments website changes into two categories: planned experimental changes and unplanned configuration changes. By detecting and isolating unplanned changes, the system can separately analyze their effects without interfering with controlled experiments, thus maintaining experimentation reliability while allowing website adaptability
Solution Approach 2:
The system implements continuous feedback loops that monitor website configuration changes and their impacts on visitor interactions. This feedback mechanism allows the system to adapt to changes while maintaining experimental integrity by adjusting experiments based on detected configuration states
2Measurement precision
If carefully planned experiments are conducted over extended periods to obtain meaningful feedback, then measurement precision improves, but the website's ability to respond to changing conditions deteriorates
Solution Approach 1:
The system dynamically adjusts experimental designs based on detected website configuration changes. When unplanned changes are detected, the system can modify ongoing experiments or initiate new ones to assess the impact of these changes, thereby maintaining both measurement precision and website responsiveness
Solution Approach 2:
The system performs preliminary detection of configuration changes before they significantly impact experimental results. By detecting changes early and assessing their potential impact, the system can adjust experiments in advance, maintaining measurement precision while adapting to changing conditions
Data Source
AI summary
A data processing system comprises web page generation logic and website experimentation logic. The web page generation logic is configured to generate web pages to be provided to visitors of a website. The website experimentation logic is coupled to the web page generation logic. The website experimentation logic is configured to detect a change in the manner in which the web page generation logic generates one or more of the web pages and to assess how the change impacts visitor interactions with the website.