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Usage of machine learning for strategic decision making at higher educational institutions

Yuri Nieto, Vicente Gacia-Diaz, Carlos Montenegro, Claudio Camilo Gonzalez, Ruben Gonzalez Crespo
2019 IEEE Access  
Decisions made at the strategic level of Higher Educational Institutions (HEIs) affect policies, strategies, and actions that the institutions make as a whole.  ...  INDEX TERMS Decision trees, random forest, logistic regressions, machine learning, strategic decisions, Higher Educational Institutions.  ...  Besides it leads us the third ICT usage at Higher Education Institutions [3] , [28] . 4) DECISION-MAKING PROCESS In order to improve the decision-making process, the information first needed to be  ... 
doi:10.1109/access.2019.2919343 fatcat:tm75uivny5cnnhf3taaf46dtgu

Machine Learning for Strategic Decision Making during COVID-19 at Higher Education Institutes

Amjed Sid Ahmed Mohamed Sid Ahmed, Mazhar Hussain Malik
2020 2020 International Conference on Decision Aid Sciences and Application (DASA)  
Machine learning is becoming driving force for strategic decision making in higher educational institutions and it calls for cooperation between stakeholders and the use of efficient computation methods  ...  Besides, the technology which is under artificial intelligence could facilitates incredible output for educational institutes when it came to decision making.  ...  CONCLUSION Machine Learning is an emerging field in the strategy decision making for Higher Educational Institutions.  ... 
doi:10.1109/dasa51403.2020.9317042 fatcat:qbqqbrlnn5hp5bq4cjqynb47v4

Artificial Intelligence - A New Horizon in Indian Higher Education

Harshita BHATNAGAR
2020 Journal of Learning and Teaching in Digital Age  
Artificial intelligence is about the development of machine that mimics human intelligence, which can learn from experiences and make rational decisions.  ...  This article will give overview of AI along with its role in the field of higher education, focusing on the enhancement of human capabilities, empowering staff and interactive learning.  ...  Better Decision Making: Everyday is challenging day for the management, where they have to take number of operational decisions as well as strategic decisions for reaping benefits in all terms.  ... 
doaj:9892969e085d4418acabdd06fa5b34c9 fatcat:blnbgfgv5rdabhlrzo7dnb25ze

Critical success factors in crafting strategic architecture for e‐learning at HP University

Kunal Sharma, Pallvi Pandit, Parul Pandit
2011 International Journal of Educational Management  
Purpose: -The purpose of the paper is to demarcate the critical success factors for crafting a strategic architecture for E-learning at H.P.  ...  Practical implications-The article addresses the critical success factors in crafting a strategic architecture for E-learning at H.P.  ...  Disagree A commencement of a blended learning strategy which is recommended is as follows:- Figure 6.Components of a blended learning strategy Before a higher educational institution such as H.P.  ... 
doi:10.1108/09513541111146350 fatcat:mlfk6j5q4fbgzjebie6s4p6v5m

An Analytics Handbook: Moving From Evidence to Impact

Paul R. Bowdre
2019 Journal of Education & Social Policy  
2019) represents a collection of studies on the emerging topic of big data used in educational institutions to facilitate student success through effective communication, acceleration of information, and  ...  instigating persistence and learning out of the whole process.  ...  , learning, and course management systems, and so on to improve the institutional grasp of the decision-making process to increase the extent of student success.  ... 
doi:10.30845/jesp.v6n3p11 fatcat:vcwakksvd5cevotgleyreieqmi

Big Data and analytics in higher education: Opportunities and challenges

Ben Daniel
2014 British Journal of Educational Technology  
Institutions of higher education are operating in an increasingly complex and competitive environment.  ...  This paper identifies contemporary challenges facing institutions of higher education worldwide and explores the potential of Big Data in addressing these challenges.  ...  This research will also be looking at defining processes concerning how data and information are stored, archived, backed up and protected, as well as developing standards and procedures that define how  ... 
doi:10.1111/bjet.12230 fatcat:kldxhifbcjfnhibq7xklfrx5ky

Business Intelligence and Big Data Analytics for Higher Education: Cases from UK Higher Education Institutions

Vincent Koon Ong
2016 Information Engineering Express  
The strategic use and applications of big data in higher education would lead to higher educational quality and better student and staff experience.  ...  This leads to further research implications for future big data research in Higher Education.  ...  The author would also like to thank all the JISC's BI project partners who shared valuable insights on business intelligence and analytics in UK Higher Education through JISC's BI Programme.  ... 
doi:10.52731/iee.v2.i1.63 fatcat:e7sjfckyuzfingvqhm6cl4ai5e

The Growing Role of Big Data in Education and its Implications for Educational Leadership

Usama Kalim
2021 International journal of research and innovation in social science  
This created a trend for the strategic usage of big amount of data. New technologies have been in use for analyzing the large amount of data for making strategic decisions.  ...  Through effective decision making by using this big data enables educational institutes to improve the process of teaching and learning.  ...  The usage of Big Data for decision making has revolutionized many fields, including education.  ... 
doi:10.47772/ijriss.2021.5111 fatcat:ui54cszjp5cirlotbozb7hjgry

Big Data Analytics in Higher Education: A Review

Julius Murumba, Elyjoy Micheni
2017 The International Journal of Engineering and Science  
to establish the limiting factors hindering use of big data in Institutions of higher learning.  ...  Big Data provides an opportunity to educational Institutions to use their Information Technology resources strategically to improve educational quality and guide students to higher rates of completion,  ...  Leaders of Institutions of higher education are looking into ways of initiating analytic programs in their institutions when they learn about transformations occurring at other institutions through big  ... 
doi:10.9790/1813-0606021421 fatcat:g2j67ogbnzc2zegf2z5h22dkpu

Harmonization of rational and creative decisions in quality management using AI technologies

Vytautas Paliukas, Asta Savanevičienė
2018 Economics and Business  
The Main Results section presents practical analysis and testing experience of automated AI Quality Management System developed at a higher education institution.  ...  The first section presents a literature review of approaches and trends related to AI technology usage in organisations for data processing and creative-rational decision making, rational and creative  ...  In the Main Results section, a practical analysis and testing experience of automated QMS system developed at a higher education institution are presented.  ... 
doi:10.2478/eb-2018-0016 fatcat:ddxrt4bjhbcljfy663zr4bqhj4

The importance of space capacity and frequency audit of a Malaysia Public University

Md Yusof Hamid, Wan Samsul Zamani Wan Hamdan, Mohd Azian Zaidi, Mohd Fadzil Mat Yasin, Nor Amin Mohd Radzuan, Irwan Mohamad Ali
2018 International Journal of Advanced and Applied Sciences  
The data have assisted the university management to clarify whether to maximize the use of existing space or to request for a new learning space.  ...  The space audit exercise promotes a more strategic approach to facilities management in order to support the strategic objectives of the university.  ...  Group (SMG) for higher education institutions in the UK (SMG, 2006a) .  ... 
doi:10.21833/ijaas.2018.09.005 fatcat:gtcuonisbrdvxkjbo325lwd27y

A Study on Impact of Virtual Intelligence among the Students of Higher Education with Special Reference to Chennai City

S Dhanalakshmi, K Komalavalli, R Hemalatha, S Kalyani
2021 Shanlax International Journal of Education  
This study analyzes the usage of virtual intelligence during the pandemic period. The students of higher education mostly adopted the present way of teaching by using technology.  ...  A Positive approach to virtual Intelligence is exhibited in this study. 142 samples were collected by using a convenient sampling method through the well-framed questionnaire for the data analysis.  ...  of higher education, proposals have been directed towards at least two levels: strategic or institutional applications; and direct teaching and learning.  ... 
doi:10.34293/education.v9i3.3900 fatcat:q3usc522jncrfbm23dm2za35iq

Gearing up education towards Industry 4.0

Dr. Krishnan Umachandran, Igor Jur?i?, Debra Ferdinand-James
2018 INTERNATIONAL JOURNAL OF COMPUTERS & TECHNOLOGY  
Student-centered learning, learning consequences will have lifelong erudition where educational institutions will develop robust integrated systems and infrastructure to facilitate learning by doing rather  ...  Being technologically prepared is the need of the time then to wait for the opportunity to push the educational system to change, where the time loss would handicap the economy and younger generations  ...  the pace of delivery with quick decision making process.  ... 
doi:10.24297/ijct.v17i2.7754 fatcat:llk6tzc3zzb3baybx23bkfc36e

Software Simulations Usage in Business Decision Making Education

Marko Marković, Katarina Plečić
2013 JITA - Journal of Information Technology and Applications (Banja Luka) - APEIRON  
The basic features of a software system developed to support the teaching of business decision making and machine learning algorithms used in this field at the the Singidunum University Faculty of Business  ...  Abstract: Because of great importance in improving business decision making teaching process in educational institutions, a large number of software simulators are developed.  ...  As follows, it is possible to get strategically important data about customers and their interests. For the searching purposes, machine learning algorithms are used.  ... 
doi:10.7251/jit1301051m fatcat:xeens7eqsjdzbgouektdflkt2q

The training simulator for the project activity «Master Project»

Valentin S. Nikolaenko, I. Ardashkin, N. Martyushev
2016 SHS Web of Conferences  
The article presents the results of the research which has been conducted both for the classic and modern education methods.  ...  It also provides an overview of results of the analysis of technologies employing active learning methods and considers the concept of a training simulator as an innovative learning method.  ...  The main consumers of such simulators are higher educational institutions, corporations in need of professional training courses, and business schools.  ... 
doi:10.1051/shsconf/20162801072 fatcat:evjyluiykjbp3hismpqv4eysly
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