Informatics in Education

Advances in information and communication technologies have contributed to the increasing use of virtual learning environments as support tools in teaching and learning processes. Virtual platforms generate a large volume of educational data, and the analysis of this data allows useful information discoveries to improve learning and assist institutions in reducing disqualifications and dropouts in distance education courses. This article presents the results of a systematic mapping study aiming to identify how educational data mining, learning analytics, and collaborative groups have been applied in distance education environments. Articles were searched from 2010 to June 2020, initially resulting in 55,832 works. The selection of 51 articles for complete reading in order to answer the research questions considered a group of inclusion and exclusion criteria. Main results indicated that 53% of articles (27/51) offered intelligent services in the field of distance education, 47% (24/51) applied methods and analysis techniques in distance education environments, 21% (11/51) applied methods and analysis techniques focused on virtual learning environments logs, and 5% (3/51) presented intelligent collaborative services for identification and creation of groups. This article also identified research interest clusters with highlights for the terms recommendation systems, data analysis, e-learning, educational data mining, e-learning platform and learning management system.

While virtual learning environments (VLEs) present several advantages, such as space-time flexibility, they are still not including proper opportunities and resources for students to engage in collaborative activities with their peers. Recent approaches, for example, are based on resources that are not standard for VLEs or usual for students. Thus, their integration with VLEs is not simple. This paper conducted a theoretical investigation to identify strategies that could induce collaborative behaviours in students. These strategies were implemented as learning objects running in a VLE and a quasi-experimental research design was conducted with 133 students. The results show that the approach promotes collaborative interactions between students and also tend to improve their learning outcomes. Moreover, learning objects use a conceptualization that is already established over the e-learning community, simplifying their integration with VLEs.

The computer registration of physical and mechanical quantities gives a lot of possibilities for machine elements and mechanisms research. The advantages of well-organized computer laboratory both technical and methodological are namely: registration and on-line observation of a number of processes with random speed; replacement of high-cost specialized laboratory equipment; mathematical data processing; solving educational problems by modern technologies.

A project is being developed with the main goal of creating an application of web server which allows students to use Mathematica software from their computers without the necessity of installing this software and of programming the necessary algorithms. The project consists of a set of mathematical models programmed with Mathematica and stored in a web server, which has been installed in a computer of our department. At the moment, it is possible to access to the web pages of the application from any computer of the intranet of our School.

The article examines update of modules of general IT (Informatics) studies under changes in secondary school programs. It is proposed to create distance-learning courses and use ``tools set'' principles. It will allow broadening the choice of study subjects and will create possibility for students from different faculties to choose the subjects and realization tools that better meet their needs and fields of studies. The developed materials will be available to all students and staff willing to improve IT skills through distance learning. Tasks and knowledge control will be unified in the whole University. The materials of updated Informatics courses will be presented in a virtual learning environment WebCT, including self-control tasks and tests. This will also be very useful for correspondence students.