RETRACTED: Educational management system of colleges and universities based on embedded system and artificial intelligence

The Design and Implementation of Business Intelligence System for Lecturer Qualification Analysis based on ETL’s QOX Approach

“…BI system has played its significant role to help most organizations for business performance and quality assurance improvement by integrating and analyzing valuable information available for decision making [11][12][13][14][15]. For higher education, BI also help the organizations by providing the system for the academic decision making in order to monitor and observe academic information indicators and trends through the different dimension views reports efficiently and effectively manner [16][17][18][19][20][21]. Based on literature review, the study of BI system in general has 2 main different aspects; technical approach and managerial approach.…”

“…The technical approach focuses on techniques and tools to develop data-driven decision support system such as creating the set of tools to support data integration process or designing and developing the system with advanced technologies [21][22][23][24][25][26]. On the other hand, the managerial aspect concentrates on process to see how data is integrated and analyzed to generate the useful and valuable information to decision makers in order to guarantee the successful of system implementation [11][12][13][14][15][16][17][18][19][20][21]. According to the reviews of implimentation study of BI system, there has founded that the system is implimented in different context area of study such as business, helthcare, education and marketing [16][17][18][19][20][21][27][28][29].…”

“…On the other hand, the managerial aspect concentrates on process to see how data is integrated and analyzed to generate the useful and valuable information to decision makers in order to guarantee the successful of system implementation [11][12][13][14][15][16][17][18][19][20][21]. According to the reviews of implimentation study of BI system, there has founded that the system is implimented in different context area of study such as business, helthcare, education and marketing [16][17][18][19][20][21][27][28][29]. The development of BI system in higher education is primarily to support decision making process by means of integrating relevant information from heterogenous data sources [16][17][18][19][20][21].…”

“…According to the reviews of implimentation study of BI system, there has founded that the system is implimented in different context area of study such as business, helthcare, education and marketing [16][17][18][19][20][21][27][28][29]. The development of BI system in higher education is primarily to support decision making process by means of integrating relevant information from heterogenous data sources [16][17][18][19][20][21]. The integration of heterogenous data sources can be performed through ETL process.…”

Development of the modern educational environment of the institution of professional (vocational-technical) education in the digital space

“…The urgency of implementing these changes in the field of professional (vocational-technical) education (hereinafter  P(VT)E) is especially important in the pandemic COVID-19, when digitalization reduces the negative consequences for the market environment and consumers of educational services (Wang, 2021;Keramati & Ahmadi, 2011). Institutions of professional (vocational-technical) education (hereinafter  IP(VT)E) have new challenges related to improving human resources, technical equipment, tools and methods of training, development of digital content to ensure the quality training of specialists, implementation of online hybrid learning.…”