Analysis of Source Code Based on Changes in its State Over Time - Using User Behavior Models

One of the popular trends for increasing productivity in the development of software products is related to integrating tools based on artificial intelligence, which actively supports software engineers' actions in dealing with syntactic and semantic problems. A parallel can quickly be drawn between a similar class of tools and the platforms to train future developers. However, the main drawback of most media of this nature is the focus on the result of the problem and the complete ignoring of the intermediate steps aimed at analyzing the behavior of the developer. In this article, we will pay attention to analyzing syntactic, semantic, platform, and analytical problems generated as a result of working on programming problems in a virtual educational environment.