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This study attempts to elucidate the role of key influencers impacting the student decision-making process of enrollment for higher education in India from the lenses of Stephen Covey's theory on circles of life.

A sample of 556 students of Delhi NCR, India was selected based on a multi-staged sampling method. PLS-SEM was subsequently applied for statistical data analysis.

This quantitative finding voiced the relationships among the constructs in the proposed theoretical framework, i.e. Stephen Covey's circle of life theory. Additionally, it tinted the crucial role of “College attributes” in reconnoitering the relationship dynamics between key influencers (Circle of Influence and Circle of Concern) and student college choice (Circle of Control).

The present study incorporates only the first-year student population of undergraduate management courses in private universities from Delhi NCR, India limiting the generalization of findings substantially.

The study garners the attention of education policymakers on the cognizance of the role played by parents and cohorts in driving the student's decision-making process of college choice under the circle of influence.

This study is pioneering research disseminating a comprehensive outlook of the circle of life theory of great Stephen Covey engrained upon a compendious conceptual model which enlightens the landscape of the decision-making process of student on enrollment under the influence of key influencers.

In current era, retaining the best-performing employees has become essential for businesses to compete in the dynamic technological landscape. Consequently, organizations must ensure that their star performers believe that company’s reward and recognition (R&R) system is fair and equal. This study aims to use an explainable machine learning (eXML) model to develop a prediction algorithm for employee satisfaction with the fairness of R&R systems.

The current study uses state-of-the-art machine learning models such as Naive Bayes, Decision Tree C5.0, Random Forest and support vector machine-RBF to predict employee satisfaction towards fairness in R&R. The primary data used in the study has been collected from the employees of a large public sector undertaking from an emerging economy. This study also proposes a novel improved Naïve Bayes (INB) algorithm, the efficiency of which is compared with the state-of-the-art algorithms.

It is seen that the proposed INB model outperforms the state-of-the-art algorithms in many scenarios. Further, the proposed model and feature interaction are explained using the explainable machine learning (XML) concept. In addition, this study incorporates text mining techniques to corroborate the results from XML and suggests that “Transparency”, “Recognition”, “Unbiasedness”, “Appreciation” and “Timeliness in reward” are the most important features that impact employee satisfaction.

To the best of the authors’ knowledge, this is one of the first studies to use INB algorithm and mixed method research (text mining along with machine learning algorithms) for the prediction of employee satisfaction with respect to the R&R system.

The 170-year-old Master in Business Administration (MBA) program is becoming obsolete and inefficient to address today's real-world problems, and is facing mounting criticism from business scholars, management deans, and academic scholars alike. Reviewing major criticisms, this chapter suggests a new design for the MBA program that will not only address the criticisms but also accept a paradigm shift that will spearhead it in coming decades. The redesigned MBA “structure” proposes a four-semester full-time program, during which each semester delves into deeper marketplace problems of increasing complexity (i.e., from simple to complex to unstructured to wicked problems) and deals with these problems with new levels of critical thinking skills and ethical reasoning processes tempered by corresponding entrepreneurial knowledge, skills, and values. The “content” of the redesigned program is anchored around five major themes of business learning: namely, intrinsic motivation management, creativity and innovation management, productivity management, revenue management, and eco-sustainability management, each geared to generate professional entrepreneurial knowledge, and skills and values urgently needed today. Numerous beneficial features of this newly redesigned integrated business management program (MBA) are also discussed.

The study is an attempt to expand the knowledge about the psychological and behavioral aspects of Indian students studying abroad amidst fear of uncertainty and social unrest.

The exploratory study is employed to seek a better and deeper understanding of the possible impact of the potential war on the student abroad study process. In the study, the participants were selected from Delhi NCR of India. The thoughts and opinions of students on studying abroad under the fear of uncertainty were covered in a semi-structured interview.

Five broad themes emerged from the analysis of the interviews that influence students' choices and attitudes toward their decisions on studying abroad. The themes are “safety”, “fear of incomplete degree”, “financial stress”, “parents' apprehension” and “emotional breakdown”.

The study leveraged an understanding of the mindset of Indian students. Considering the student's doubts and fear over such uncertainty and war-like situations, the higher education policymaker can adopt some measures (hybrid education, short-term programs, student exchange programs, shift in destination, distance learning and new forms of educational technology) to cope with such upcoming challenges, ensuring their safety and pursuing their dreams by taking higher education abroad.

This qualitative study develops a comprehensive understanding of how students perceive such extreme crises and how their thoughts, attitudes and behavior toward studying abroad change. The study contributes to comprehending the student's description of perceptions, emotions, opinions and behaviors under the fear of uncertainty and social unrest.

This paper aims to explore how the owners of less competitive micro-firms (MFs) perceive the “crisis–innovation–change management” triangle. It examines whether their understanding of these overarching entrepreneurship theory principles is inadequate compared to the relevant scientific literature.

This qualitative analysis follows principles based on the inductive method and grounded theory, thickly describing the results from research conducted in a sample of 38 tertiary-sector MFs in the Eastern Macedonia and Thrace region – one of the least developed and competitive areas across Europe. It triangulates the data with 11 respective small firms.

MF owners perceive the crisis as an ostensibly exogenous phenomenon, innovation as something quasi-unattainable – although vaguely significant – and change management as a relatively unknown process. This understanding lies somewhat distant from the extant literature that examines the structural nature of crises, the innovational power to exit profound restructurings and the rebalancing requisite for building new overall organizational methods to survive this internal–external transformation. In essence, the triangle crisis–innovation–change management is a blind spot for the examined MF owners as they ignore its significance as an adaptation mechanism – contrary to several direct competitors.

Based on the reluctance of these individuals to cultivate their systematic business knowledge, it seems unrealistic that they would seek to pay the necessary high price for business consulting in the future. An ideal solution would be to build public entrepreneurship clinics to provide these less dynamic and adaptable organizations with free preliminary or in-depth counseling. The Institute of Local Development-Innovation could aim to provide free consulting services to reinforce organizational physiology by coordinating different socioeconomic actors.

To the best of our knowledge, this empirical research is one of the first to test the comprehension of weaker MFs – less competitive and developed in organizational terms – to the triangle crisis–innovation–change management.