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Sustainability in Higher Education Institutions(HEI):Merging the Study Systematic Review,Analysis Content and Bibliometrics 被引量:1
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作者 Erika Pena Bedin Luiz Carlos de Faria 《Macro Management & Public Policies》 2021年第3期42-53,共12页
This study aims to explore how the topic of sustainability in Higher Education Institutions(HEI)has been addressed in the scientific literature.It presents a systematic literature review of peer-reviewed journal artic... This study aims to explore how the topic of sustainability in Higher Education Institutions(HEI)has been addressed in the scientific literature.It presents a systematic literature review of peer-reviewed journal articles published between 1975 and 2019.After that,bibliometric and content analyses were performed in order to identify the behavior and evolution of the literature and identify the frequency with which they appear in the text,making it possible to raise replicable and valid inferences to the data.The results of this study indicate that the theme is emerging since the year 2010 and with a strong focus on qualitative studies,focused on critical theory.The results indicate that although studies involve the tripod environment,economy,and society,there is still a gap in studies that deal with specific issues to solve practical problems and that analyze the impacts from a more holistic perspective.The combination of methods made it possible to identify and interpret the articles in the selected sample,but based on results reported by other authors,with little room for quality control and integrity. 展开更多
关键词 SUSTAINABILITY Systematic and bibliometrics review Content analysis higher education institutions(HEI)
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Artificial Intelligence Techniques Based Learner Authentication in Cybersecurity Higher Education Institutions
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作者 Abdullah Saad AL-Malaise AL-Ghamdi Mahmoud Ragab 《Computers, Materials & Continua》 SCIE EI 2022年第8期3131-3144,共14页
Education 4.0 is being authorized more and more by the design of artificial intelligence(AI)techniques.Higher education institutions(HEI)have started to utilize Internet technologies to improve the quality of the serv... Education 4.0 is being authorized more and more by the design of artificial intelligence(AI)techniques.Higher education institutions(HEI)have started to utilize Internet technologies to improve the quality of the service and boost knowledge.Due to the unavailability of information technology(IT)infrastructures,HEI is vulnerable to cyberattacks.Biometric authentication can be used to authenticate a person based on biological features such as face,fingerprint,iris,and so on.This study designs a novel search and rescue optimization with deep learning based learning authentication technique for cybersecurity in higher education institutions,named SRODLLAC technique.The proposed SRODL-LAC technique aims to authenticate the learner/student in HEI using fingerprint biometrics.Besides,the SRODLLACtechnique designs a median filtering(MF)based preprocessing approach to improving the quality of the image.In addition,the Densely Connected Networks(DenseNet-77)model is applied for the extraction of features.Moreover,search and rescue optimization(SRO)algorithm with deep neural network(DNN)model is utilized for the classification process.Lastly,template matching process is done for fingerprint identification.A wide range of simulation analyses is carried out and the results are inspected under several aspects.The experimental results reported the effective performance of the SRODL-LAC technique over the other methodologies. 展开更多
关键词 CYBERSECURITY AUTHENTICATION BIOMETRICS SECURITY higher education institution deep learning
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Threefold Optimized Forecasting of Electricity Consumption in Higher Education Institutions
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作者 Majida Kazmi Hashim Raza Khan +2 位作者 Lubaba Mohammad Hashir Bin Khalid Saad Ahmed Qazi 《Computers, Materials & Continua》 SCIE EI 2022年第11期2351-2370,共20页
Energy management benefits both consumers and utility companiesalike. Utility companies remain interested in identifying and reducing energywaste and theft, whereas consumers’ interest remain in lowering their energy... Energy management benefits both consumers and utility companiesalike. Utility companies remain interested in identifying and reducing energywaste and theft, whereas consumers’ interest remain in lowering their energyexpenses. A large supply-demand gap of over 6 GW exists in Pakistan asreported in 2018. Reducing this gap from the supply side is an expensiveand complex task. However, efficient energy management and distributionon demand side has potential to reduce this gap economically. Electricityload forecasting models are increasingly used by energy managers in takingreal-time tactical decisions to ensure efficient use of resources. Advancementin Machine-learning (ML) technology has enabled accurate forecasting ofelectricity consumption. However, the impact of computation cost affordedby these ML models is often ignored in favour of accuracy. This studyconsiders both accuracy and computation cost as concurrently significantfactors because together they shape the technology environment as well ascreate economic impact. Thus, a three-fold optimized load forecasting modelis proposed which includes (1) application specific parameters selection, (2)impact of different dataset granularities and (3) implementation of specificdata preparation. It deploys and compares the widely used back-propagationArtificial Neural Network (ANN) and Random Forest (RF) models for theprediction of electricity consumption of buildings within a university. In addition to the temporal and historical power consumption date as input parameters, the study also embeds weather data as well as university operationalcalendars resulting in improved performance. The outcomes are indicativethat the granularity i.e. the scale of details in data, and set of reduced and fullinput parameters impact performance accuracies differently for ANN and RFmodels. Experimental results show that overall RF model performed betterboth in terms of accuracy as well as computational time for a 1-min, 15-minand 1-h dataset granularities with the mean absolute percentage error (MAPE)of 2.42, 3.70 and 4.62 in 11.1 s, 1.14 s and 0.3 s respectively, thus well suitedfor a real-time energy monitoring application. 展开更多
关键词 Electricity forecasting short term higher educational institution artificial neural network random forest ACCURACY computational time
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Enhanced Artificial Intelligence-based Cybersecurity Intrusion Detection for Higher Education Institutions
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作者 Abdullah S.AL-Malaise AL-Ghamdi Mahmoud Ragab Maha Farouk S.Sabir 《Computers, Materials & Continua》 SCIE EI 2022年第8期2895-2907,共13页
As higher education institutions(HEIs)go online,several benefits are attained,and also it is vulnerable to several kinds of attacks.To accomplish security,this paper presents artificial intelligence based cybersecurit... As higher education institutions(HEIs)go online,several benefits are attained,and also it is vulnerable to several kinds of attacks.To accomplish security,this paper presents artificial intelligence based cybersecurity intrusion detection models to accomplish security.The incorporation of the strategies into business is a tendency among several distinct industries,comprising education,have recognized as game changer.Consequently,the HEIs are highly related to the requirement and knowledge of the learner,making the education procedure highly effective.Thus,artificial intelligence(AI)and machine learning(ML)models have shown significant interest in HEIs.This study designs a novel Artificial Intelligence based Cybersecurity Intrusion Detection Model for Higher Education Institutions named AICIDHEI technique.The goal of the AICID-HEI technique is to determine the occurrence of distinct kinds of intrusions in higher education institutes.The AICID-HEI technique encompassesmin-max normalization approach to preprocess the data.Besides,the AICID-HEI technique involves the design of improved differential evolution algorithm based feature selection(IDEA-FS)technique is applied to choose the feature subsets.Moreover,the bidirectional long short-term memory(BiLSTM)model is utilized for the detection and classification of intrusions in the network.Furthermore,the Adam optimizer is applied for hyperparameter tuning to properly adjust the hyperparameters in higher educational institutions.In order to validate the experimental results of the proposed AICID-HEI technique,the simulation results of the AICIDHEI technique take place by the use of benchmark dataset.The experimental results reported the betterment of the AICID-HEI technique over the other methods interms of different measures. 展开更多
关键词 higher education institutions deep learning machine learning CYBERSECURITY intrusion detection
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A Study on the Management of Career Development of Young Teachers in Higher Education Institutions from the Perspective of Career Anchors
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作者 Yang Rong 《Contemporary Social Sciences》 2021年第4期145-155,共11页
In January 2021,six departments in China,including the Ministry of Education jointly issued the Guiding Opinions on Strengthening Reform in HEI Teacher Capacity Building for the New Era which emphasizes support for ca... In January 2021,six departments in China,including the Ministry of Education jointly issued the Guiding Opinions on Strengthening Reform in HEI Teacher Capacity Building for the New Era which emphasizes support for career development of young teachers.From the perspective of the career anchor theory,this paper takes human resource management as a tool to analyze organizational environment at the macro and micro levels to find out how to facilitate career development of young teachers in higher education institutions. 展开更多
关键词 career anchors career development young teachers higher education institutions
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Coping Strategies of Nigeria Higher Education Institutions during COVID-19 Lockdown
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作者 Bin Yan Aliyu Yusuf Moyi 《Journal of Educational Theory and Management》 2021年第2期85-95,共11页
Beginning at the end of the year 2019,the novel coronavirus(COVID-19)has drowned the world into uncertainty and has threatened the continuity of traditional classroom learning that is the backbone and,in many cases,th... Beginning at the end of the year 2019,the novel coronavirus(COVID-19)has drowned the world into uncertainty and has threatened the continuity of traditional classroom learning that is the backbone and,in many cases,the main method of learning in most countries.This paper seeks to ascertain how Higher Institutions of learning in Nigeria have thrived during the lockdown period,based on the National policy document that spells out the guidelines for school reopening.Official documents such as newspaper reports university bulletins are used to corroborate in order to ascertain the implementation of the provisions of the policy guideline document as well as assess the efficacy of the measures on students’quality of learning. 展开更多
关键词 COVID-19 Coping strategies NIGERIA higher education institutions
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Expedition to the blockchain application potential for higher education institutions
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作者 Matthias Gottlieb Christina Deutsch +2 位作者 Felix Hoops Hans Pongratz Helmut Krcmar 《Blockchain(Research and Applications)》 EI 2024年第3期53-66,共14页
In the education sector,blockchain is currently at the end of the peak of inflated expectations in Gartner’s Hype Cycle.Thus,it is crucial to understand whether this technology meets the expectations of Higher Educat... In the education sector,blockchain is currently at the end of the peak of inflated expectations in Gartner’s Hype Cycle.Thus,it is crucial to understand whether this technology meets the expectations of Higher Education Institutions(HEIs).We go on an expedition to identify blockchain application scenarios and its potential for HEI administration-the universities are digitalized to just 23.3%.Current information systems research addresses classifications of blockchain-based projects(application level)rather than their technical realization(protocol level).Thus,when evaluating blockchain application scenarios in HEI administration,we intensively consider the technical side of blockchain-based projects.We perform a threestep approach:(1)systematic literature review,(2)qualitative exploratory semi-structured interviews to sup-plement information on market-ready solutions,and(3)an evaluation of the potential of the blockchain-based projects identified,based on HEI administration requirements.We find that the leading blockchain application scenarios are credential verification and record-sharing.At the protocol level,we obtain equivocal results regarding the technical realization of projects,e.g.,their underlying blockchain types and storage models.At the application level,when discussing the potential of different projects,we find that most of them address adaptability,complexity decomposition,and cost reduction requirements between HEIs;interest diversity and stakeholder collaboration between HEIs and business actors;privacy and trust between HEIs and students. 展开更多
关键词 Blockchain higher education institution(HEI) ADMINISTRATION Protocol level Application level APPLICATION
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A Tailor-made Data Quality Approach for Higher Educational Data 被引量:2
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作者 Cinzia Daraio Renato Bruni +5 位作者 Giuseppe Catalano Alessandro Daraio Giorgio Matteucci Monica Scannapieco Daniel Wagner-Schuster Benedetto Lepori 《Journal of Data and Information Science》 CSCD 2020年第3期129-160,共32页
Purpose: This paper relates the definition of data quality procedures for knowledge organizations such as Higher Education Institutions. The main purpose is to present the flexible approach developed for monitoring th... Purpose: This paper relates the definition of data quality procedures for knowledge organizations such as Higher Education Institutions. The main purpose is to present the flexible approach developed for monitoring the data quality of the European Tertiary Education Register(ETER) database, illustrating its functioning and highlighting the main challenges that still have to be faced in this domain.Design/methodology/approach: The proposed data quality methodology is based on two kinds of checks, one to assess the consistency of cross-sectional data and the other to evaluate the stability of multiannual data. This methodology has an operational and empirical orientation. This means that the proposed checks do not assume any theoretical distribution for the determination of the threshold parameters that identify potential outliers, inconsistencies, and errors in the data. Findings: We show that the proposed cross-sectional checks and multiannual checks are helpful to identify outliers, extreme observations and to detect ontological inconsistencies not described in the available meta-data. For this reason, they may be a useful complement to integrate the processing of the available information.Research limitations: The coverage of the study is limited to European Higher Education Institutions. The cross-sectional and multiannual checks are not yet completely integrated.Practical implications: The consideration of the quality of the available data and information is important to enhance data quality-aware empirical investigations, highlighting problems, and areas where to invest for improving the coverage and interoperability of data in future data collection initiatives.Originality/value: The data-driven quality checks proposed in this paper may be useful as a reference for building and monitoring the data quality of new databases or of existing databases available for other countries or systems characterized by high heterogeneity and complexity of the units of analysis without relying on pre-specified theoretical distributions. 展开更多
关键词 Knowledge organization Development of data and information services Cross-sectional and multiannual quality checks higher education institutions Information quality
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Higher Education For Sustainability:A Global Perspective 被引量:1
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作者 IngaŽalėnienė Paulo Pereira 《Geography and Sustainability》 2021年第2期99-106,共8页
Higher education institutions have an essential role in sustainability.They are key agents in the education of future leaders that will contribute to the successful United Nations Sustainable Development Goals(SDGs)im... Higher education institutions have an essential role in sustainability.They are key agents in the education of future leaders that will contribute to the successful United Nations Sustainable Development Goals(SDGs)imple-mentation.The geography of SDGs this implementation is very heterogeneous,but it is clear that higher education institutions contribute decisively to creating a mindset that facilitates the dissemination of SDGs principle.This perspective paper analyses the impacts of higher education on sustainability and the challenges and barriers as-sociated with this process.Higher education contributes decisively to the SDGs implementation,but especially to Goal 1(end poverty in all its forms everywhere),Goal 3(ensure healthy lives and promote well-being for all at all ages),Goal 5(gender equality),Goal 8(decent work and economic growth),Goal 12(responsible consumption and production),Goal 13(climate change)and Goal 16(peace,justice and strong institutions).As a transfor-mational agent,the higher education sector has a tremendous impact on students’habit and contribution to a prosperous society.However,to establish the required change in education,sustainability principles need to be at the heart of higher institutions strategy(e.g.,curricula,modus operandi)and is key to be incorporated in the organisational culture.Only by leading by example,the external influence in the society will be possible(e.g.,implementing SDGs key aspects such as gender quality,reduce waste reduction and energy consumption).For this to be a reality,different communication methods with students are needed(e.g.,different student academic levels).Nevertheless,critical challenges need to be tackled in the institutions inside and outside the institution environment,such as incorporating sustainability principles,political environment and stakeholders’interest. 展开更多
关键词 higher education institutions SUSTAINABILITY Organisational culture COMMUNICATION
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Enlightenment of the Talent Training Mode of Japan's Colleges and Universities to China's five-year Higher Vocational Education 被引量:1
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作者 Jinxiu Wu 《Journal of Contemporary Educational Research》 2021年第3期91-96,共6页
Since Jimei navigation College of Fujian Province started five-year junior college education in 1984,five-year higher vocational education has become one of the important forms of Higher Vocational Education in China.... Since Jimei navigation College of Fujian Province started five-year junior college education in 1984,five-year higher vocational education has become one of the important forms of Higher Vocational Education in China.In the 1960s,with the rapid development of Japan's economy,there was a shortage of technical personnel.In order to cultivate a large number of technical personnel in a short period of time,Japan's specialized colleges and universities recruited junior high school graduates,studied in school for five years,and obtained an associate's degree after graduation,which provided a large number of technical personnel for the development of Japan's basic industry manufacturing industry.By combing the development process of Japan's colleges and universities,this paper studies Japan's colleges and universities from the aspects of school running subjects,talent training objectives,training methods and evaluation methods.It can provide the basis and implementation methods for China to better promote the convergence of secondary and higher vocational education,strengthen the training of secondary and higher vocational education,and provide theoretical basis and practical experience for improving the quality of five-year higher vocational education. 展开更多
关键词 Japan's specialized higher education institutions Talent training mode EXPERIENCE
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Management of the Higher Education Institution in the Ethical Actions Context
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作者 Seweryn Cichofl 《Chinese Business Review》 2015年第5期246-252,共7页
Managing the university in the context of ethics is one of many elements in the management of this specific organization. The task of university is functioning based on universal values, mission, vision, ethical codes... Managing the university in the context of ethics is one of many elements in the management of this specific organization. The task of university is functioning based on universal values, mission, vision, ethical codes, and responsibility and worthy behavior towards internal and external environment. In the era of globalization and constant changes, only a modernly managed higher education institution, acting according to principles of ethics, is able to meet requirements of surroundings. Behaviors of academic community should promote ethical actions in higher education institutions. It should be noted that the reputation, prestige in higher education, should also be based on the proceedings consistent with ethics. 展开更多
关键词 managing the higher education institutions ETHICS ethical actions ethical code ethical principles
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Higher Education in Taiwan: An Analysis of Trends Using the Theory of Punctuated Equilibrium
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作者 Yu-Lan Huang Dian-Fu Chang Chiung-Wen Liu 《Journal of Literature and Art Studies》 2018年第1期169-180,共12页
Taiwan is currently facing the serious challenge of decreasing enrollment in higher education institutes (HEIs) due to the oversupply of these institutions and decreasing birthrates. This has necessitated that polic... Taiwan is currently facing the serious challenge of decreasing enrollment in higher education institutes (HEIs) due to the oversupply of these institutions and decreasing birthrates. This has necessitated that policymakers implement new policies to meet the demands of the market. This paper uses punctuated equilibrium theory (PET) to explain the circumstances that led to the overexpansion of Taiwan's higher education institutions over the past decades. This article also analyzes the social contexts and ramifications of social conflict regarding public expectations and policy changes in the ideology of the educational reform movement. 展开更多
关键词 higher educational institutes (HEIs) oversupply educational system the market mechanism punctuated equilibrium theory (PET)
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Multimodal Approach to Teaching English in Higher Education
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作者 Shaojie Wu 《Journal of Contemporary Educational Research》 2020年第7期78-81,共4页
With the deepening of educational reform and the continuous development of the times,the traditional English teaching model has been difficult to meet the current society’s demand for requirements of English talents.... With the deepening of educational reform and the continuous development of the times,the traditional English teaching model has been difficult to meet the current society’s demand for requirements of English talents.Therefore,from the perspective of multi-mode,colleges and universities should recognize the shortcomings of traditional English teaching mode,and actively innovate and reform English teaching through various effective ways,so as to cultivate talents that meet the needs of social development.The author investigates and analyzes the multimodal theory and proposes an effective way to teach English in higher education under the multimodal vision.It is hoped that it will help to improve the quality of English language teaching in higher education institutions. 展开更多
关键词 MULTIMODAL higher education institutions English teaching Effective ways
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New Features and Trends of Higher Education during the Epidemic Period
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作者 Bin Yan Joseph Eleojo Victor Oguche Innocent Amodu 《Journal of Educational Theory and Management》 2021年第2期41-45,共5页
The epidemic that ravaged the world has had impact on every element of human endeavors,including education.This devastation was evident in the speed with which several countries'ministries of education shut down s... The epidemic that ravaged the world has had impact on every element of human endeavors,including education.This devastation was evident in the speed with which several countries'ministries of education shut down school activities and halted academic sessions.In the wake of the epidemic,several trends and features has emerged in the higher education sector as higher education institutions tries to create methods to offset the disruptive impacts of the COVID-19 epidemic on their activities and operations.The trends that will shape the future of the higher education industry are not new.However,the epidemic on the other hand has hastened their progress.It has become evident over the last year what the post-epidemic higher education institutions will look like.The rapid speed of change that has already begun will continue.It is in tandem to this that this paper identifies and discusses some of the emerging trends and new features of higher education in the epidemic period. 展开更多
关键词 COVID-19 higher education institution EPIDEMIC TRENDS
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Development and construction of China's higher education libraries
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作者 YAN Jinwei ZHENG Lan +4 位作者 SONG Xue ZHANG Yan SONG Jiao DAI Longji LI Dejuan 《Chinese Journal of Library and Information Science》 2008年第2期31-51,共21页
Libraries in China's higher education institutions have been developing in keeping pace with the flourishing development of China's higher education. This article aims to make an introduction to the constructi... Libraries in China's higher education institutions have been developing in keeping pace with the flourishing development of China's higher education. This article aims to make an introduction to the construction of China's higher education libraries, especially the recent three decades' achievements since China's reform and opening-up in 1978. In this article, the authors draw a general picture of the development of libraries in China's higher education institutions, covering such eight aspects as management, types and positioning,organizational structure and personnel, expenditure and buildings, reader service, building and sharing of resources as well as automation system. 展开更多
关键词 Universities and colleges library Library in China's higher education institutions Library cause Library construction Academic Library
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Determinants of Satisfaction at Work and Its Reflections on Performance
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作者 Giovani Luiz Garcia Costantini Everton Anger Cavalheiro +2 位作者 Larissa Medianeira Bolzan Alejandro Martins Rodrigues Luíza Roloff Falck 《Chinese Business Review》 2024年第1期24-36,共13页
This study examines the relationship between job satisfaction and performance,investigating personality traits and satisfaction aspects among employees of a Federal Higher Education Institution.A questionnaire was adm... This study examines the relationship between job satisfaction and performance,investigating personality traits and satisfaction aspects among employees of a Federal Higher Education Institution.A questionnaire was administered to 658 participants,using structural equation modeling for analysis.Results highlighted that challenging work,neuroticism,and self-esteem significantly influenced overall workplace satisfaction,while general satisfaction,self-efficacy,and lack of attention were key determinants of work performance.This emphasizes the importance for managers to prioritize factors enhancing employee satisfaction,as it positively correlates with job performance. 展开更多
关键词 satisfaction at work work performance personality traits facets of job satisfaction Federal higher education Institution
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Optimizing University Faculty Teams: Addressing the Talent Mobility Challenges in the Context of “Double First-Class” Initiative
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作者 Shanhong Zhang Yuming Song Hongbo Shi 《教育研究前沿(中英文版)》 2024年第3期1-7,共7页
With the advancement of the“Double First-Class”initiative,universities are increasingly focusing on attracting top-tier talent to enhance faculty quality and strengthen academic disciplines.The blind competition for... With the advancement of the“Double First-Class”initiative,universities are increasingly focusing on attracting top-tier talent to enhance faculty quality and strengthen academic disciplines.The blind competition for high-end talent among universities reflects an overshadowing of academic values by economic considerations,neglecting the growth patterns of top talent and the development laws of higher education.This study investigates and reflects on the real-world challenges of faculty mobility in universities,aiming to provide effective guidance for managing university faculty teams. 展开更多
关键词 “Double First-Class”Initiative higher education institutions Faculty Teams Talent Cultivation
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Legal status changes in Chinese higher education institutions in the education system reform
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作者 LAO Kaisheng 《Frontiers of Education in China》 2009年第3期343-364,共22页
During the past twenty years,higher education institutions in China have gained enormous rights due to both the streamlining of administration and the decentralization of the government.Their legal status has hence ch... During the past twenty years,higher education institutions in China have gained enormous rights due to both the streamlining of administration and the decentralization of the government.Their legal status has hence changed dramatically.However,the expansion of their rights has also brought about the possibility of higher education institutions profiting by pursuing development.The influence of the market has begun to permeate higher education institutions,and this change has shown some characteristics of induced institutional changes.Accordingly,higher education institutions should be regulated from the perspective of public law,so as to ensure their public nature. 展开更多
关键词 higher education institutions legal status of schools education system reform induced institutional change
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A financial perspective:categories of higher education institutions
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作者 Zhang Min-xuan 《Frontiers of Education in China》 2006年第4期475-486,共12页
From a financial perspective,the criteria for category distinction of higher education institutions should be based on the ownership of institution property and income for recurrent expenditure.The development of mode... From a financial perspective,the criteria for category distinction of higher education institutions should be based on the ownership of institution property and income for recurrent expenditure.The development of modern higher education witnessed the period wherein higher education institutions have both private property and private payment for recurrent expenditure.The development also saw the period wherein all the institution properties were owned by the state and all the recurrent expenditure were paid by the government.Accordingly,universities could be divided into two categories of“public”and“private”institutions until the 1970s.However,things have been changing greatly over the past 20 years.Property ownership and payment for recurrent expenditure have been separated.The public institutions appeal to more and more individuals sharing recurrent expenditure,while private institutions ask for more and more public financial support.Therefore,some financially mixed institutions came into being and“three categories with sub-groups”has become a new phenomenon. 展开更多
关键词 FINANCE higher education institution category distinction
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On the bankruptcy of private higher education institutions in China
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作者 ZHOU Guoping XIE Zuoxu 《Frontiers of Education in China》 2007年第1期103-118,共16页
In recent years,closing down private higher education institutions(HEIs)has become a serious problem in China.It seems that doubt is cast on the rationality of private HEIs and severe competition contributes a lot to ... In recent years,closing down private higher education institutions(HEIs)has become a serious problem in China.It seems that doubt is cast on the rationality of private HEIs and severe competition contributes a lot to their development.Many problems in the process of self-development are caused by both internal and external factors.From the perspective of sustainable development and the healthy development of students,priority should be given to the evolution of an idea to provide a positive environment for the development of private HEIs.This paper is an effort to deal with the statement that higher education in China is a seller’s market and aims to do an objective estimate of the development space for private HEIs.In addition,it shows a clear understanding of establishing the prediction system for relevant issues of private higher education to guarantee the sound development of private HEIs. 展开更多
关键词 private higher education institutions college bankruptcy prediction system
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