{"title":"SAP Analytics Cloud: Intellectual service of digital transformation","authors":"D. Nazarov, D. Kovtun","doi":"10.32517/0234-0453-2022-37-2-24-33","DOIUrl":"https://doi.org/10.32517/0234-0453-2022-37-2-24-33","url":null,"abstract":"In the context of digital changes taking place in the world, there is a need to use an end-to-end competency-based approach in the implementation of the Federal State Educational Standards of Higher Education. The use of effective data mining tools as a tool for understanding digital transformation processes is becoming especially relevant. The process of digital transformation of education is one of the most important components of the digitalization of the economy, which is the reason for the need to study the basics of data mining as an essential element of the educational paradigm of the current stage in education. The methodology for teaching the technology of “intelligent search” in SAP Analytics Cloud is relevant. This methodology is divided into several stages, each of which is aimed at the formation of specific professional competencies and their consolidation. The situational task that allows you to form the necessary competencies within the framework of the “Business Informatics” direction is described in the article. Also, two cases are proposed to consolidate the acquired competencies through independent work. Format of the methodology description is presented in the form of the traditional key-by-key technology, which is widely used in obtaining professional competencies in IT sphere.","PeriodicalId":277237,"journal":{"name":"Informatics and education","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115223657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Formation of professional readiness of future informatics teachers for using artificial intelligence technologies","authors":"K. V. Rozov","doi":"10.32517/0234-0453-2022-37-2-50-63","DOIUrl":"https://doi.org/10.32517/0234-0453-2022-37-2-50-63","url":null,"abstract":"The article presents the organizational and pedagogical conditions for training future informatics teachers for using modern artificial intelligence technologies. Their implementation made it possible to modernize the process of mastering artificial intelligence technologies by students through changing the content of the academic discipline, aimed at developing the skills and ideas of the future informatics teacher in the field of artificial intelligence, ensuring the inclusion in the educational process of creating individual learning trajectories. Criteria as well as evaluation and diagnostic tools for determining the level of professional readiness are given. The main results of experimental work on approbation of organizational and pedagogical conditions through the implementation of the author’s experimental practice-oriented course “Artificial intelligence technologies”, introduced into the educational process of Novosibirsk State Pedagogical University, are presented. The experiment involved 127 bachelor students of the 3rd and 4th years of the directions 44.03.01 “Pedagogical education” and 44.03.05 “Pedagogical education (with two training profiles)”, profiles: “Informatics and Information and Communication Technologies”, “Informatics and Information and Communication Technologies and Economic Education”, “Mathematics and Informatics”, “Physics and Informatics”. The experiment was conducted from 2018 to 2021 (4 academic years) and showed the effectiveness of using the identified organizational and pedagogical conditions for the professional training of future informatics teachers in the use of artificial intelligence technologies. The results of the study may be of interest to university teachers who provide professional training for students of non-core specialties in the field of artificial intelligence, and researchers studying the issues of professional training of teachers in the application of artificial intelligence technologies in education.","PeriodicalId":277237,"journal":{"name":"Informatics and education","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123237987","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
S. Grigoriev, I. Vostroknutov, M. Rodionov, I. Akimova, M. M. Vorobev
{"title":"Integration of basic and additional information technology education based on the training of students in digital education centers for kids","authors":"S. Grigoriev, I. Vostroknutov, M. Rodionov, I. Akimova, M. M. Vorobev","doi":"10.32517/0234-0453-2022-37-2-14-23","DOIUrl":"https://doi.org/10.32517/0234-0453-2022-37-2-14-23","url":null,"abstract":"Today, the problem of integrating basic and additional information technology education is relevant. Integration is of particular importance for school informatics, which is significantly influenced by digitalization of modern society. Some areas of digitalization can be highlighted in particular: the expansion of the network of additional education institutions equipped with modern digital equipment for teaching children how to work with it; providing conditions for mastering new digital professions; developing basic digital competencies, etc. Modern school informatics has a number of shortcomings, which determines the need to reform content of the discipline and forms of content presentation. Such a reform involves a targeted integration of basic and additional information technology education, which allows to significantly enrich its educational and developmental potential. At the same time, the following conditions must be taken into account: providing access to modern equipment and technologies; continuity and consistency in the construction of programs and methods of basic and additional education; implementation of convergent solutions within the content and methodological support of school disciplines; symbiosis of technologies and programs of these disciplines.One of the ways for integrating basic and additional school education is the development of methodological support for programs of basic and additional education for “IT cube” kid’s digital education centers, “Point of Growth” education centers, “Quantorium” kid’s technoparks on the basis of educational organizations. In accordance with the project ideology, the educational areas (“Python programming”, “Mobile development”, “VR/AR development”, “Robot programming”, “System administration”, “Cyber hygiene and Big Data”, “Fundamentals of programming in Java”, “Fundamentals of algorithmics and logic”, etc.) were focused on supporting the most relevant and wanted competencies of kids in IT sphere, providing the possibility of integrated solutions both within the framework of the actual information technology education, and outside this framework.","PeriodicalId":277237,"journal":{"name":"Informatics and education","volume":"03 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128823654","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
L. Latysheva, A. Skornyakova, E. L. Cheremnykh, T. D. Lapteva, E. Melnikova
{"title":"Formation of ICT competencies of a future mathematics teacher when teaching stochastics in the context of digital transformation of education","authors":"L. Latysheva, A. Skornyakova, E. L. Cheremnykh, T. D. Lapteva, E. Melnikova","doi":"10.32517/0234-0453-2022-37-2-64-77","DOIUrl":"https://doi.org/10.32517/0234-0453-2022-37-2-64-77","url":null,"abstract":"The inclusion of the author’s course of studying the functionality of the “Electronic Perm Educational System” (EPES) in the university training of a pedagogical sphere specialist contributes to the development of the ability to work in a digital environment in basic and additional education. The teaching of this course is focused on the use of technologies related to the implementation of educational engineering, which has now gone beyond the scope of technical specialties and has spread to the field of training specialists in the field of pedagogical design, design of educational programs and trajectories. Particular attention in this course is paid to the formation of ICT competencies of future teachers in the development of digital products in the process of studying specialized disciplines and elective courses, in particular, such as “Probability theory and mathematical statistics”, “Electronic Perm Educational System”, implemented on the basis of competence oriented, design and engineering approaches. The possibility of accumulation of these approaches in the work of student design workshops in the EPES Library cluster is demonstrated. As a result of the activities of such workshops, a digital educational product (DEP) is supposed to be needed in real learning practice and has prospects for further use by the student already in the role of a teacher after graduation: a lesson script, an electronic test or other educational content. Special tasks for students are characterized, aimed at developing and diagnosing the ICT competence of future mathematics teachers at the Perm Pedagogical University. Usually, the solving of the task includes the following stages: development of annotations, creation of a passport and subject content of the DEP, organization of approbation, presentation, defense and publication of the developed materials in EPES. The description of diagnostics of ICT competence of a future mathematics teacher in three of its components is given: general user, general pedagogical and subject-pedagogical.","PeriodicalId":277237,"journal":{"name":"Informatics and education","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125720495","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"REU program as a student-centered, project-based environment for teaching math in California State University","authors":"S. A. Fomin","doi":"10.32517/0234-0453-2022-37-2-78-87","DOIUrl":"https://doi.org/10.32517/0234-0453-2022-37-2-78-87","url":null,"abstract":"Starting from 2004, within the last years California State University at Chico (CSUC) hosted the National Science Foundation (NSF) funded Research Experiences for Undergraduates and Teachers (REUT) program in Mathematics. The program targets secondary teachers with a strong interest in mathematics or math education (RET) and students who have completed their junior year with coursework appropriate to the research project (REU). The program is designed to engage participants in research problems with a high potential for publication and to create a research experience that broadens participants’ perspective both of mathematics as a discipline and of research (whether mathematical or not) as an exciting exploratory process. During this period the large group of undergraduate students from different US universities and high school math teachers were involved in numerous research projects in pure and applied math, in math education and statistics. Working on the research projects the participants acquire the fundamental mathematical concepts and also studied how to apply modern IT technologies and computational systems for solving various math problems. We provide a research experience that enhances the skills necessary for careers in any of the sciences, while adding both depth and breadth to the participant’s mathematical knowledge, skill, and understanding. The depth comes primarily from participation in a research team working on a potentially publishable research problem, while breadth is added by activities that integrate all research teams, by in-service teacher/undergraduate interactions, and by synergistic activities such as weekly research talks. Mathematical activities are supplemented with social activities conducive to creating a productive and comfortable research environment.","PeriodicalId":277237,"journal":{"name":"Informatics and education","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121416814","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
S. Stoyanov, T. Glushkova, A. Stoyanova-Doycheva, I. Krasteva
{"title":"The virtual education space: Concept, architecture, application","authors":"S. Stoyanov, T. Glushkova, A. Stoyanova-Doycheva, I. Krasteva","doi":"10.32517/0234-0453-2021-36-9-47-54","DOIUrl":"https://doi.org/10.32517/0234-0453-2021-36-9-47-54","url":null,"abstract":"The e-learning environment known as VES (the Virtual Education Space) was created at the University of Plovdiv “Paisii Hilendarski” in Bulgaria step by step for years as each subsequent version was built on the previous one. Initially a learning system called DeLC (the Distributed e-Learning Center) has been implemented to support blended and independent learning at the Faculty of Mathematics and Informatics at the university. DeLC was a successful project, but we identified some problems, connected with interactions between the virtual and the physical world where in fact the learning process takes place. In the following period, we started the development of ViPS (the Virtual Physical Space) based on concepts of CPSS (Cyber-Physical-Social System) and IoT (Internet of Things). VES is the ViPS adaptation to education. VES is the successor to DeLC, it provides e-learning content and e-learning education services for planning, organizing, and conducting the learning process at the Faculty of Mathematics and Informatics of the University of Plovdiv.VES supports various forms of e-learning such as blended learning, self-paced learning, lifelong learning, inclusive and game-based learning (GBL). The following aspects of VES are essential: 1) users are the focus of attention; 2) physical “things” are virtualized; 3) there is integration between the virtual and the physical worlds. Since ViPS is developed as a CPSS ecosystem, users are the focus of attention. This determines the need to develop personal assistants to participate in the processes of the ViPS space on behalf of and in the interest of users. Three intelligent agents are modeled in VES: an internal educational agent, an external educational agent, and a career consultant. MATE (the Multi-Agent Testing Environment) is a component supported in the ViPS space for training and testing of students in a game-based manner. MATE is a set of autonomous agents, each one of which has responsibilities in the common architecture that arise from training and testing needs.As a CPSS space, VES introduces new approaches and scenarios to solve complex problems in the field of e-learning. VES provides a reference architecture, which can be adapted for various forms of education supported by information and communication technologies.","PeriodicalId":277237,"journal":{"name":"Informatics and education","volume":"70 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115484897","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Improving the quality of the university students’ academic performance prediction model","authors":"R. Kupriyanov, D. Zvonarev","doi":"10.32517/0234-0453-2021-36-9-40-46","DOIUrl":"https://doi.org/10.32517/0234-0453-2021-36-9-40-46","url":null,"abstract":"Predicting the educational success of students is one of the actual tasks of the intellectual analysis of educational data. In this article, two research issues are considered: improving the quality of the university students’ academic performance prediction model and implementation the developed model into the real university educational process. The models predicting academic performance are based on XGBoost algorithm and the linear regression algorithm. According to the results of the study, it was revealed that data on the use of electronic and university libraries make it possible to improve the quality of predicting the students’ academic performance, and also confirm the fact that monitoring the students’ academic performance in dynamics is more informative in making managerial decisions in the educational process than the absolute values of the academic performance results. The models for predicting the students’ academic performance studied in this work can be used in educational institutions of higher education for the timely identification of at-risk students, providing feedback to students and teachers regarding the educational success of students and managing the educational process.","PeriodicalId":277237,"journal":{"name":"Informatics and education","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129861675","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Experience in developing a web application for relational databases modeling with a forward engineering function for training students of technical specialties","authors":"M. V. Smirnov, V. M. Polenok","doi":"10.32517/0234-0453-2021-36-9-55-62","DOIUrl":"https://doi.org/10.32517/0234-0453-2021-36-9-55-62","url":null,"abstract":"The article actualizes the need to develop software for modeling relational databases for use in the process of teaching students of technical specialties in disciplines related to databases.The problem is considered from the point of view of assessing modern software used in the process of teaching students database design skills. Based on the shortcomings identified during the software review, a number of requirements for the actual software were determined. Formed key requirements are mobility, accessibility, versatility and openness of the development platform.The article describes the process of solving key problems that arose during the implementation of a project to develop a web application for modeling relational databases in accordance with the generated requirements. The practical implementation of the following functions is sequentially considered: creation of a logical relational data model, creation of a physical data model, direct engineering into relational database software. The main technological solutions used in the development of a web application to ensure the qualities specified in the condition are described.The result of the work is the successful testing of the development results in the process of creating a real web application, both within the framework of laboratory and practical work in the disciplines “Design and administration of databases” and “Data management”, and at the stage of writing graduate works for technical directions of training.","PeriodicalId":277237,"journal":{"name":"Informatics and education","volume":"109 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117125237","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
I. P. Polovina, A. P. Shestakov, V. Zakharova, К. B. Egorov
{"title":"Independent assessment of the several digital skills of secondary school students: Approaches and results","authors":"I. P. Polovina, A. P. Shestakov, V. Zakharova, К. B. Egorov","doi":"10.32517/0234-0453-2021-36-9-31-39","DOIUrl":"https://doi.org/10.32517/0234-0453-2021-36-9-31-39","url":null,"abstract":"The article presents and comprehends the results of an independent assessment of several digital skills of students of general education organizations. The problem of assessing digital skills is relevant the PISA international research on the quality of education, which includes the study of this competence various aspects. Digital literacy is a strategic education system direction of the Russian Federation, the Perm Region, and the city of Perm.The study provides an assessment of the digital skills of eighth graders in terms of the computational thinking and safe behaviorin a digital environment (sample of schoolchildren in the city of Perm).The research is based on a competence-based approach, consideration of digital skills in the context of assessing functional literacy, the use of big data for making management decisions in education, approaches to implementing an independent assessment in education.The most scarce trainees’ skills in the aspects of digital security and computational thinking are highlighted: critical attitude to information on the Internet; selection of Internet sources for a practical task; assessment of the capabilities of digital tools for solving practical problems. The study shows the need to improve the training of students in the use of digital technologies for solving practical problems. The authors formulate recommendations for the training of teachers of general education organizations teaching various subjects, as well as students studying in pedagogical areas of training. The revealed deficient skills of students show the need to improve the methods of teaching informatics.The authors emphasize the need to comprehend the problem of independent assessment of digital skills as an interdisciplinary problem affecting general pedagogy, teaching methods of informatics, pedagogy of vocational education, meta-pedagogy and metamethodology, big data analysis for making management decisions in education.","PeriodicalId":277237,"journal":{"name":"Informatics and education","volume":"96 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127021220","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Student motivation to physical activity in the process of programming training","authors":"K. A. Rutskaya, A. Butorin","doi":"10.32517/0234-0453-2021-36-9-23-30","DOIUrl":"https://doi.org/10.32517/0234-0453-2021-36-9-23-30","url":null,"abstract":"The article presents the experience of organizing the use of wearable electronic devices (fitness trackers) by schoolchildren to solve the problem of low physical activity. The existing methods of motivating schoolchildren to increase the level of physical activity do not give the desired result. Physical education classes in school cannot compensate for the movement deficit. During extracurricular hours, most schoolchildren also cannot organize their physical activity independently and choose sedentary types of leisure. One way to tackle the problem is to encourage the use of fitness trackers. The use of fitness trackers allows the teacher to monitor the level of physical activity of schoolchildren, analyze the achievements jointly, and help organize the physical activity of schoolchildren outside the classroom. To solve the problem, the authors of the article have developed two experimental programs of supplementary education for schoolchildren with the use of fitness trackers. The first program involves the regular, supervised use of fitness trackers in animation training. The second program includes training assignments for assembling and testing fitness trackers in the course of programming training. The second program showed higher efficiency. For the statistical assessment of the results of the educational programs implementation, the Wilcoxon T-test was used. The implementation of educational programs led to increase of the level of physical activity of students by 7–15 %. The authors give recommendations on the use of fitness trackers in the supplementary education system.","PeriodicalId":277237,"journal":{"name":"Informatics and education","volume":"40 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125118359","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}