Pathways to Improve the Effectiveness of Multidimensional Data Analysis in Decision Support for Instructional Management

[1]Loeb, S., Dynarski, S., McFarland, D., Morris, P., Reardon, S., & Reber, S. (2017). Descriptive Analysis in Education: A Guide for Researchers. NCEE 2017-4023. National Center for Education Evaluation and Regional Assistance. LoebS.DynarskiS.McFarlandD.MorrisP.ReardonS. & ReberS. (2017). Descriptive Analysis in Education: A Guide for Researchers. NCEE 2017-4023. National Center for Education Evaluation and Regional Assistance.Search in Google Scholar

[2]Funk, D. C., Pizzo, A. D., & Baker, B. J. (2018). eSport management: Embracing eSport education and research opportunities. Sport Management Review, 21(1), 7-13. FunkD. C.PizzoA. D. & BakerB. J. (2018). eSport management: Embracing eSport education and research opportunities. Sport Management Review, 21(1), 7-13.Search in Google Scholar

[3]Alyahyan, E., & Düştegör, D. (2020). Predicting academic success in higher education: literature review and best practices. International Journal of Educational Technology in Higher Education, 17(1), 3. AlyahyanE. & DüştegörD. (2020). Predicting academic success in higher education: literature review and best practices. International Journal of Educational Technology in Higher Education, 17(1), 3.Search in Google Scholar

[4]Anderson, M. (2017). Transformational leadership in education: A review of existing literature. International Social Science Review, 93(1), 1-13. AndersonM. (2017). Transformational leadership in education: A review of existing literature. International Social Science Review, 93(1), 1-13.Search in Google Scholar

[5]Shaked, H., & Schechter, C. (2017). Systems thinking among school middle leaders. Educational Management Administration & Leadership, 45(4), 699-718. ShakedH. & SchechterC. (2017). Systems thinking among school middle leaders. Educational Management Administration & Leadership, 45(4), 699-718.Search in Google Scholar

[6]Shaturaev, J. (2021). A comparative analysis of public education system of Indonesia and Uzbekistan. Bioscience Biotechnology Research Communications, 14(5), 89-92. ShaturaevJ. (2021). A comparative analysis of public education system of Indonesia and Uzbekistan. Bioscience Biotechnology Research Communications, 14(5), 89-92.Search in Google Scholar

[7]Alammary, A., Alhazmi, S., Almasri, M., & Gillani, S. (2019). Blockchain-based applications in education: A systematic review. Applied Sciences, 9(12), 2400. AlammaryA.AlhazmiS.AlmasriM. & GillaniS. (2019). Blockchain-based applications in education: A systematic review. Applied Sciences, 9(12), 2400.Search in Google Scholar

[8]Asif, R., Merceron, A., Ali, S. A., & Haider, N. G. (2017). Analyzing undergraduate students’ performance using educational data mining. Computers & education, 113, 177-194. AsifR.MerceronA.AliS. A. & HaiderN. G. (2017). Analyzing undergraduate students’ performance using educational data mining. Computers & education, 113, 177-194.Search in Google Scholar

[9]Zhang, W., Wang, Y., Yang, L., & Wang, C. (2020). Suspending classes without stopping learning: China’s education emergency management policy in the COVID-19 outbreak. Journal of Risk and financial management, 13(3), 55. ZhangW.WangY.YangL. & WangC. (2020). Suspending classes without stopping learning: China’s education emergency management policy in the COVID-19 outbreak. Journal of Risk and financial management, 13(3), 55.Search in Google Scholar

[10]Xu, W., & Zammit, K. (2020). Applying thematic analysis to education: A hybrid approach to interpreting data in practitioner research. International journal of qualitative methods, 19, 1609406920918810. XuW. & ZammitK. (2020). Applying thematic analysis to education: A hybrid approach to interpreting data in practitioner research. International journal of qualitative methods, 19, 1609406920918810.Search in Google Scholar

[11]Gopal, R., Singh, V., & Aggarwal, A. (2021). Impact of online classes on the satisfaction and performance of students during the pandemic period of COVID 19. Education and Information Technologies, 26, 6923-6947. GopalR.SinghV. & AggarwalA. (2021). Impact of online classes on the satisfaction and performance of students during the pandemic period of COVID 19. Education and Information Technologies, 26, 6923-6947.Search in Google Scholar

[12]Zhang, L., Carter Jr, R. A., Qian, X., Yang, S., Rujimora, J., & Wen, S. (2022). Academia’s responses to crisis: A bibliometric analysis of literature on online learning in higher education during COVID-19. British Journal of Educational Technology, 53(3), 620-646. ZhangL.Carter JrR. A.QianX.YangS.RujimoraJ. & WenS. (2022). Academia’s responses to crisis: A bibliometric analysis of literature on online learning in higher education during COVID-19. British Journal of Educational Technology, 53(3), 620-646.Search in Google Scholar

[13]Arcaro, J. (2024). Quality in education: An implementation handbook. Taylor & Francis. ArcaroJ. (2024). Quality in education: An implementation handbook. Taylor & Francis.Search in Google Scholar

[14]Alam, M. K. (2021). A systematic qualitative case study: questions, data collection, NVivo analysis and saturation. Qualitative Research in Organizations and Management: An International Journal, 16(1), 1-31. AlamM. K. (2021). A systematic qualitative case study: questions, data collection, NVivo analysis and saturation. Qualitative Research in Organizations and Management: An International Journal, 16(1), 1-31.Search in Google Scholar

[15]Chernikova, O., Heitzmann, N., Stadler, M., Holzberger, D., Seidel, T., & Fischer, F. (2020). Simulation-based learning in higher education: A meta-analysis. Review of educational research, 90(4), 499-541. ChernikovaO.HeitzmannN.StadlerM.HolzbergerD.SeidelT. & FischerF. (2020). Simulation-based learning in higher education: A meta-analysis. Review of educational research, 90(4), 499-541.Search in Google Scholar

[16]Joshi, A., Vinay, M., & Bhaskar, P. (2021). Impact of coronavirus pandemic on the Indian education sector: perspectives of teachers on online teaching and assessments. Interactive technology and smart education, 18(2), 205-226. JoshiA.VinayM. & BhaskarP. (2021). Impact of coronavirus pandemic on the Indian education sector: perspectives of teachers on online teaching and assessments. Interactive technology and smart education, 18(2), 205-226.Search in Google Scholar

[17]Gumus, S., Bellibas, M. S., Esen, M., & Gumus, E. (2018). A systematic review of studies on leadership models in educational research from 1980 to 2014. Educational Management Administration & Leadership, 46(1), 25-48. GumusS.BellibasM. S.EsenM. & GumusE. (2018). A systematic review of studies on leadership models in educational research from 1980 to 2014. Educational Management Administration & Leadership, 46(1), 25-48.Search in Google Scholar

[18]Johari, J., Yean Tan, F., & Tjik Zulkarnain, Z. I. (2018). Autonomy, workload, work-life balance and job performance among teachers. International Journal of Educational Management, 32(1), 107-120. JohariJ.Yean TanF. & Tjik ZulkarnainZ. I. (2018). Autonomy, workload, work-life balance and job performance among teachers. International Journal of Educational Management, 32(1), 107-120.Search in Google Scholar

[19]Lim, W. M., Gunasekara, A., Pallant, J. L., Pallant, J. I., & Pechenkina, E. (2023). Generative AI and the future of education: Ragnarök or reformation? A paradoxical perspective from management educators. The international journal of management education, 21(2), 100790. LimW. M.GunasekaraA.PallantJ. L.PallantJ. I. & PechenkinaE. (2023). Generative AI and the future of education: Ragnarök or reformation? A paradoxical perspective from management educators. The international journal of management education, 21(2), 100790.Search in Google Scholar

[20]Abad-Segura, E., González-Zamar, M. D., Infante-Moro, J. C., & Ruipérez García, G. (2020). Sustainable management of digital transformation in higher education: Global research trends. Sustainability, 12(5), 2107. Abad-SeguraE.González-ZamarM. D.Infante-MoroJ. C. & Ruipérez GarcíaG. (2020). Sustainable management of digital transformation in higher education: Global research trends. Sustainability, 12(5), 2107.Search in Google Scholar

[21]González-Pérez, L. I., & Ramírez-Montoya, M. S. (2022). Components of Education 4.0 in 21st century skills frameworks: systematic review. Sustainability, 14(3), 1493. González-PérezL. I. & Ramírez-MontoyaM. S. (2022). Components of Education 4.0 in 21st century skills frameworks: systematic review. Sustainability, 14(3), 1493.Search in Google Scholar

[22]Romero, C., & Ventura, S. (2020). Educational data mining and learning analytics: An updated survey. Wiley interdisciplinary reviews: Data mining and knowledge discovery, 10(3), e1355. RomeroC. & VenturaS. (2020). Educational data mining and learning analytics: An updated survey. Wiley interdisciplinary reviews: Data mining and knowledge discovery, 10(3), e1355.Search in Google Scholar

[23]Aldowah, H., Al-Samarraie, H., & Fauzy, W. M. (2019). Educational data mining and learning analytics for 21st century higher education: A review and synthesis. Telematics and Informatics, 37, 13-49. AldowahH.Al-SamarraieH. & FauzyW. M. (2019). Educational data mining and learning analytics for 21st century higher education: A review and synthesis. Telematics and Informatics, 37, 13-49.Search in Google Scholar

[24]Turnbull, D., Chugh, R., & Luck, J. (2020). Learning management systems, an overview. Encyclopedia of education and information technologies, 1052-1058. TurnbullD.ChughR. & LuckJ. (2020). Learning management systems, an overview. Encyclopedia of education and information technologies, 1052-1058.Search in Google Scholar

[25]Iqbal, A., Latif, F., Marimon, F., Sahibzada, U. F., & Hussain, S. (2019). From knowledge management to organizational performance: Modelling the mediating role of innovation and intellectual capital in higher education. Journal of Enterprise Information Management, 32(1), 36-59. IqbalA.LatifF.MarimonF.SahibzadaU. F. & HussainS. (2019). From knowledge management to organizational performance: Modelling the mediating role of innovation and intellectual capital in higher education. Journal of Enterprise Information Management, 32(1), 36-59.Search in Google Scholar

[26]Zheng Tang,Zhengwei Jiang, Ying Li, Haowei Yuan, Jiayu Han & Chao Chen. (2024). Research on the Association Analysis of Online Learning Behaviors Based on the Apriori Algorithm. Frontiers in Computing and Intelligent Systems(2), 18-22. TangZhengJiangZhengweiLiYingYuanHaoweiHanJiayu & ChenChao. (2024). Research on the Association Analysis of Online Learning Behaviors Based on the Apriori Algorithm. Frontiers in Computing and Intelligent Systems(2), 18-22.Search in Google Scholar

[27]Yi Shao & Xuefeng Zhang. (2024). DESIGN AND IMPLEMENTATION OF SUNSHINE SPORTS SYSTEM FOR COLLEGES AND UNIVERSITIES BASED ON C4.5 ALGORITHM. Advances In Industrial Engineering And Management(4), ShaoYi & ZhangXuefeng. (2024). DESIGN AND IMPLEMENTATION OF SUNSHINE SPORTS SYSTEM FOR COLLEGES AND UNIVERSITIES BASED ON C4.5 ALGORITHM. Advances In Industrial Engineering And Management(4),Search in Google Scholar

[28]Ruobing Wu. (2024). Behavioral analysis of electricity consumption characteristics for customer groups using the k-means algorithm. Systems and Soft Computing 200143-200143. WuRuobing. (2024). Behavioral analysis of electricity consumption characteristics for customer groups using the k-means algorithm. Systems and Soft Computing200143-200143.Search in Google Scholar