Design And Implementation Of Statistical Analysis System For Learning Behavior Data In Mobile Learning Platform

In recent years,with the rapid development of mobile learning,more and more students began to learn through the mobile learning platform.A lot of learning behavior data are generated in the learning process.These data implicit the learner's learning style,learning progress,terminal equipment status,geographical location,and other important information,but the traditional learning behavior analysis system is generally designed for Web-based learning data,and can not be fully applied to the mobile learning platform.Based on the above background,this paper designs a statistical analysis system of learning behavior data applied to the mobile learning platform,collects,stores and analyzes the learning behavior data,and makes a visual presentation on the mobile learning platform.The system helps learners to monitor their own learning process,helps teachers adjust their teaching plans and conduct personalized guidance,helps managers monitor the use and promotion of mobile learning platforms.This paper firstly studies the theory of mobile learning behavior and the related technology needed by statistical analysis system and provides theoretical guidance and technical support for system design and implementation.After analyzing the needs of learners,teachers,and managers,the statistical indicators of mobile learning data are determined,and the statistical data is divided into three categories:user online statistics,learning tool statistics and terminal equipment statistics.Secondly,according to the characteristics of users and the features of mobile terminals,a special data acquisition mechanism,statistical analysis mechanism,and visual interaction presentation mechanism are designed,which are applied to the data acquisition module,statistical analysis module and visualization presentation module of statistical analysis system respectively.The data acquisition module adopts the improved heartbeat packet mechanism to add the check code and status code to the traditional heartbeat package to ensure the transmission quality of the packet and reduce the workload of the server.The statistical analysis server provides a unified interface service and timing service that simplifies the client's code complexity and supports the scalability of statistical analysis services.The visual presentation module uses a view component provided by a third party that allows the user to view their learning process anytime,anywhere on the mobile learning platform.Finally,a systematic test was carried out to verify the feasibility of the system.Also,the use of the system was analyzed,to provide a basis for further study of mobile learning behavior.