Predict employee attrition by using predictive analytics

2019 ◽  
Vol 26 (1) ◽  
pp. 2-18 ◽  
Author(s):  
Ramakrishnan Raman ◽  
Sandeep Bhattacharya ◽  
Dhanya Pramod
Keyword(s):  
Correlation Analysis ◽  
Faculty Member ◽  
Business School ◽  
Predictive Analytics ◽  
Business Schools ◽  
Faculty Members ◽  
Full Time ◽  
Email Communication ◽  
Content Type ◽  
Teaching Faculty

PurposeResearch questions that this paper attempts to answer are – do the features in general email communication have any significance to a teaching faculty member leaving the business school? Do the sentiments expressed in email communication have any significance to a teaching faculty member leaving the business school? Do the stages mentioned in the transtheoretical model have any relevance to the email behaviour of an individual when he or she goes through the decision process leading to the decision to quit? The purpose of this paper is to study email patterns and use predictive analytics to correlate with the real-world situation of leaving the business school.Design/methodology/approachThe email repository (2010–2017) of 126 teaching faculty members who were associated with a business school as full-time faculty members is the data set that was used for the research. Of the 126 teaching faculty members, 42 had left the business school during this time frame. Correlation analysis, word count analysis and sentiment analysis were executed using “R” programming, and sentiment “R” package was used to understand the sentiment and its association in leaving the business school. From the email repository, a rich feature set of data was extracted for correlation analysis to discover the features which had strong correlation with the faculty member leaving the business school. The research also used data-logging tools to extract aggregated statistics for word frequency counts and sentiment features.FindingsThose faculty members who decide to leave are involved more in external communication and less in internal communications. Also, those who decide to leave initiate fewer email conversations and opt to forward emails to colleagues. Correlation analysis shows that negative sentiment goes down, as faculty members leave the organisation and this is in contrary to the existing review of literature. The research also shows that the triggering point or the intention to leave is positively correlated to the downward swing of the emotional valence (positive sentiment). A number of email features have shown change in patterns which are correlated to a faculty member quitting the business school.Research limitations/implicationsFaculty members of only one business school have been considered and this is primary due to cost, privacy and complexities involved in procuring and handling the data. Also, the reasons for exhibiting the sentiments and their root cause have not been studied. Also the designation, roles and responsibilities of faculty members have not been taken into consideration.Practical implicationsBusiness schools all over India always have a challenge to recruit good faculty members who can take up research activities, teach and also shoulder administrative responsibilities. Retaining faculty members and keeping attrition levels low will help business schools to maintain the standards of excellence that they aspire. This research is immensely useful for business school, which can use email analytics in predicting the intention of the faculty members leaving their business school.Originality/valueAlthough past studies have studied attrition, this study uses predictive analytics and maps it to the intention to quit. This study helps business schools to predict the chance of faculty members leaving the business school which is of immense value, as appropriate measures can be taken to retain and restrict attrition.

The academic triathlon – bridging the agora and academia

2016 ◽  
Vol 35 (7) ◽  
pp. 854-865 ◽  
Author(s):  
Santiago Iñiguez De Onzoño ◽  
Salvador Carmona
Keyword(s):  
Business School ◽  
Business Schools ◽  
Faculty Members ◽  
Content Type ◽  
Research And Teaching ◽  
External Stakeholders ◽  
School Research ◽  
Research Findings ◽  
School Faculty ◽  
Internal And External Validity

Purpose – The purpose of this paper is to address the lack of relevance of business school research and how the potential gap between research and practice may be related to the lack of interaction between faculty members and non-academic stakeholders (e.g. industry, professions, society). Design/methodology/approach – The review of the extant literature in this area is combined with the experiences and discussions with business school leaders from around the world. Findings – The problematization of the lack of relevance of business school research leads us to conclude that it is a case of reward folly; the authors hope for relevance to external stakeholders but the authors reward for relevance to academic stakeholders. Drawing on Stokes’ (1997) research taxonomy, the authors conclude that business-school research should combine internal and external validity, which would involve business school faculty performing rigorous and relevant research, and interacting with practitioners; that is, an “academic triathlon”. Social implications – Faculty members should conduct research and teaching activities as well as interact with industry, and act to disseminate their research findings among external stakeholders. Consequently this should have implications for both the academic structure at business schools and the resources available to faculty members. Proceeding in this way will result in the narrowing of the gap of understanding between faculty members and management, and ultimately, to bridge the gap between contemporary versions of the Agora and the Academe. Originality/value – The authors provide a taxonomy of stakeholders of business school research and outline changes in the structure of business schools, resources provided to faculty members and impact on accreditation agencies.

Moving beyond the rhetoric of responsible management education

2015 ◽  
Vol 34 (1) ◽  
pp. 2-15 ◽  
Author(s):  
Eric Cornuel ◽  
Ulrich Hommel
Keyword(s):  
Business School ◽  
Management Education ◽  
Business Schools ◽  
Learning Needs ◽  
Full Time ◽  
Special Issue ◽  
Content Type ◽  
For Profit ◽  
Responsible Management ◽  
Starting Point

Purpose – Business schools appear to be slow adopters of responsible management education (RME), though the rhetoric of RME is visible throughout the sector. The purpose of this paper and the accompanying ones in this Special Issue is to address this apparent gap between substance and image by analysing the barriers to RME adoption and potential ways of overcoming them. The contributions offer insights from a range of different perspectives that will help encourage an informed debate on how to make RME more of a reality in management education. Design/methodology/approach – This paper analyses the problem within the dominant institutional logic of the business school sector, which is shaped by entrepreneurialism, operational for-profit orientation and externally validated reputation creation. It sets the stage for the other contributions to this Special Issue, which use alternative approaches to analyse the limited progress of RME adoption. Findings – This paper identifies five potential barriers to RME adoption: students, as “customers”, do not sufficiently value the “R” in RME; the switch from full-time to part-time and online provision precludes the use of pedagogical methods particularly suited for RME; the fragmentation of intellectual production in business schools makes it difficult to implement an institution-wide RME-based learning model; the standardization of educational provision combined with a focus on ranking-related performance indicators moves business schools away from addressing RME-specific learning needs; and entrepreneurialism and business school rankings link RME directly and indirectly to financial impact, which is difficult to determine. In the authors’ view the way forward requires a review of the intellectual underpinning of modern management in combination with the adjustment of organizational routines and more explicit forms of faculty development. Originality/value – The existing literature focuses on the differentiating features of RME and how they can help to overcome deficiencies in management education as practiced today. This paper and others in this Special Issue adopt the reverse perspective and analyse the reasons for institutional inertia as a starting point for identifying ways of encouraging more widespread adoption.

“That's not how I see it”: female and male perspectives on the academic role

2007 ◽  
Vol 22 (6) ◽  
pp. 497-515 ◽  
Author(s):  
Sue Shaw ◽  
Catherine Cassell
Keyword(s):  
Gender Differences ◽  
Business School ◽  
Design Methodology ◽  
Business Schools ◽  
School Context ◽  
Empirical Work ◽  
Original Data ◽  
Content Type ◽  
Academic Role ◽  
The Uk

PurposeThe purpose of this paper is to provide a piece of empirical work that examines gender differences in how academics make sense of performance within university business schools in the UK.Design/methodology/approachThe research reported draws on data collected using a life history and repertory grid methodology with male and female interviewees from two university business schools.FindingsThe findings are discussed in relation to how academics understand what is valued about their role and what they believe the organisation rewards and values when it comes to promotion. Gender differences are shown to exist in the ways women and men define the academic role and in what they think is important both to themselves and the institution.Originality/valueThe paper presents original data on gender differences within a business school context.

Introduction of e-reserves at the De La Salle University – Manila libraries

2015 ◽  
Vol 36 (4/5) ◽  
pp. 270-280
Author(s):  
Joseph Marmol Yap
Keyword(s):  
Best Practices ◽  
Academic Library ◽  
Faculty Members ◽  
Content Type ◽  
Legal Implications ◽  
Teaching Faculty ◽  
Assessment Survey ◽  
Needs Assessment Survey ◽  
Reserve System ◽  
La Salle University

Purpose – In introducing e-reserves as an added service of the De La Salle University (DLSU) libraries, the purpose of this paper is to identify the best practices of handling e-reserves and its legal implications as one of the factors that might affect the introduction, development and implementation of such service. Design/methodology/approach – Four universities were considered based from the 2013 Quacquarelli Symonds (QS) university rankings in Asia. Only one academic library was maintaining an e-reserve system. It was consulted to know more about their e-reserve practices. Findings – The paper recommends to prepare the relevant e-reserve guidelines before it fully operates. Moreover, the Libraries should also collaborate with the office handling learning management systems so as to decide on how to manage the e-reserves. A needs assessment survey for faculty members is also being prepared so as to solicit responses from the teaching faculty if e-reserves is possible for DLSU to be established. Originality/value – The paper attempts to document the existing e-reserve system in Philippine academic libraries.

Reweaving the rainbow: qualitative color in business education

2018 ◽  
Vol 26 (3) ◽  
pp. 238-246 ◽  
Author(s):  
David Starr-Glass
Keyword(s):  
Business Education ◽  
Business School ◽  
Business Schools ◽  
Business Students ◽  
First Year ◽  
Content Type ◽  
Central Direction ◽  
Undergraduate Economics ◽  
Personal Insight ◽  
Limited Generalizability

Purpose This study aims to reflect on the dominance of a narrowly focused analytical approach within business schools, which provides an artificially fractured and disjointed understanding of the contextual complexities and interconnectedness that students will encounter in the future. This approach unnecessarily constrains sensemaking and inhibits creative response to future social and organizational complexity. As business schools and their graduates come under sustained scrutiny and criticism, it perhaps appropriate to reexamine and reframe their analytical bias. Design/methodology/approach The central direction taken in this study is that of critical reflection on the present author’s practice and experience in teaching undergraduate economics and accounting. Although the analysis may have limited generalizability, it is hoped that it may prove of interest and value to business school educators. Findings The preferential business school reliance on analytical perspectives suggest that they fail to appreciate the nature of business, its embeddedness in broader society and the competencies required by undergraduates and graduates. This study argues that an emphasis on holistic systems, synthetic fusion and an appreciation of complexity – rather than a reductive analytical agenda – might benefit business schools, their graduates and society at large. Originality/value This study provides an original, albeit personal, insight into a significant problem in business education. It offers original perspectives on the problem and presents faculty-centered suggestions on how business students might be encouraged and empowered to see quality as well as quantitative perspectives in their first-year courses.

Teaching sustainability-oriented capabilities using active learning approach

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Priscila Borin Claro ◽  
Nathalia Ramajo Esteves
Keyword(s):  
Active Learning ◽  
Business School ◽  
Business Schools ◽  
School Context ◽  
Real Life ◽  
Learning Approach ◽  
Case Study Methodology ◽  
Content Type ◽  
Positive Effects ◽  
The Impact

Purpose This paper aims to discuss how educators can teach sustainability-oriented capabilities (SOCs) using an active learning approach. Design/methodology/approach Using a case study methodology centered on a Brazilian business school, this research combines qualitative analysis of content, such as teacher notes and student work, with quantitative analysis of student grades. The authors used variance analysis and Bonferroni tests to establish whether the means of three test groups were significantly different. The authors also tested for normality, using the Skewness Kurtosis test, and for homoscedasticity, using Levene. Findings The authors’ findings suggest that the active learning (AL) method may be useful in developing SOCs related to the capabilities of “to know,” “to do,” “to interact” and “to be” because it improved student engagement in the program. In addition, this improved engagement was shown to have a positive influence on grades. Research limitations/implications Using convenience sampling, the authors studied a limited number of the mandatory management courses offered by Insper. There is a need to check for nonlinear positive effects over a more extended period of time and considering more courses. Practical implications This paper offers a practical and replicable technique for teaching SOCs in a business school context using AL. Originality/value The existing literature on education and sustainability discusses the role of business schools in the development of SOCs, especially with respect to curricular changes that integrate content and frameworks related to the conceptualization of sustainable development for business (Cebrián and Junyent, 2015; Cortese, 2003; Fairfield, 2018; Aleixo et al., 2020; Leal Filho, 2020; Arruda Filho et al., 2019). However, some studies suggest that the learning process at many business schools fails to explore the complexity of real life by not using a teaching approach that favors the development of SOCs (Leal Filho et al., 2015). Thus, prior studies have pointed to the need for further research on the impact of the active learning approach in teaching about sustainability (Leal Filho et al., 2015; Fisher and Bonn, 2011; Hesselbarth and Schaltegger, 2014). The aim of this research is to contribute to this discussion.

Challenges for academic organizations' legitimacy in Colombia's transition to a postconflict context

2020 ◽  
Vol 33 (6) ◽  
pp. 1011-1028
Author(s):  
Jacobo Ramirez ◽  
Claudia Vélez‐Zapata
Keyword(s):  
Business School ◽  
Armed Conflict ◽  
Formal Education ◽  
Faculty Members ◽  
Legitimacy Theory ◽  
Ethical Challenges ◽  
Content Type ◽  
Academic Organizations ◽  
Business Profitability

PurposeWe explore and explain how academic organizations attempt to establish legitimacy in a transition to a postconflict context, and we examine the ethical challenges that emerge from insightful approaches to formal education in such contexts.Design/methodology/approachWe use legitimacy theory to present a case study of a business school in Medellin, Colombia (herein referred to by the pseudonym BS-MED) in the empirical setting of the end of the most prolonged armed conflict in the world.FindingsWe identify the mechanisms implemented by BS-MED to comply with the Colombian government's peace process and rhetoric of business profitability and the faculty members' initiatives in response to social and academic tensions.Originality/valueThis study identifies the sources of the tensions and discrepancies between the regulatory and pragmatic versus moral and cultural-cognitive criteria of legitimacy in transitions to a postconflict context. This examination advances our understanding of the challenges that organizations face regarding changes to legitimacy over time. The extreme setting of our case positions academics as key players who lead the search for legitimacy. This study challenges the understandings of legitimacy in the literature on organizations, which rarely consider broader sociopolitical transitions to a peace context.

Entrepreneurial orientation in business schools

2015 ◽  
Vol 29 (2) ◽  
pp. 192-212 ◽  
Author(s):  
Sherein H. Abou- Warda
Keyword(s):  
Entrepreneurial Orientation ◽  
Business School ◽  
Design Methodology ◽  
Recent Literature ◽  
Business Schools ◽  
International Programs ◽  
Content Type ◽  
Confirmatory Factor ◽  
Industry Collaboration ◽  
Practical Implications

Purpose – The purpose of this paper is to examine the differences between the four main kinds of business schools in Egypt (private; internationally affiliated; public with local programs; and public with international programs) in terms of perceptions of entrepreneurial orientation (EO). Design/methodology/approach – Data were gathered 212 with a response rate of 55.1 percent from a sample of academics in the four groups of business schools (private; internationally affiliated; public with local programs; and public with international programs) using self-administered questionnaires. Results of exploratory and confirmatory factor analysis were conducted to check EO, construct validity and to identify meaningful factors. MANOVA was performed by using factors identified in the previous step to establish whether any significant differences exist between the four groups. Findings – The results show that differences between the four groups exist in terms of four sub-constructs of EO (research mobilization, unconventionality activities, industry collaboration, and perception of university policies) which successfully predict business school involvement in accreditation and commercialization setting. Practical implications – It is meaningful to conduct a comparative study of EO; the results of this study may be broadly applied to higher education (HE) systems in other countries where strong entrepreneurship has contribute to building a more solid economy. Originality/value – The recent literature has put little effort in understanding the effects of cultural differences among universities and its departments in terms of EO and none in identifying the differences between HE systems on the same topic.

scholarly journals Towards sustainable capitalism in the development of higher education business school curricula and management

2014 ◽  
Vol 28 (5) ◽  
pp. 523-545 ◽  
Author(s):  
Peter Beusch
Keyword(s):  
Higher Education ◽  
Business School ◽  
Business Schools ◽  
Broad Class ◽  
Single Case ◽  
Content Type ◽  
External Forces ◽  
Education Business ◽  
School Curricula

Purpose – The purpose of this paper is to account for, and conceptualize, the internal and external forces that influence higher education business schools as they strive to integrate sustainability issues into their curricula in the effort to achieve a more sustainable (yet capitalist) world. Design/methodology/approach – A case study approach is used for the research, which is grounded in the relevant literature, to investigate sustainable development issues in the context of a Swedish business school (university level). The empirical data consists of a review of internal documents plus e-mail surveys and interviews and discussion seminars with university teachers/researchers and key administrators. Findings – Two tentative models are presented that map the various internal and external forces behind business schools’ curriculum change. One important finding describes how supply and demand influences business schools and recruiters of business students. Research limitations/implications – Because this research is based on a single case study, the analysis and the mapping in the paper are somewhat limited in their general applicability. However, the research context of the business school permits drawing conclusions that may apply to a broad class of colleges or departments in higher education. In addition, because the research is supported by significant ideas from the literature, general inferences may be drawn about business school curricula. Originality/value – The two tentative models provide a holistic framework that adds to the understanding of the composition and interrelationship of influential forces on business schools when major changes in curricula and their management are contemplated.

Learning the PR trade

2016 ◽  
Vol 32 (7) ◽  
pp. 29-31
Keyword(s):  
Case Studies ◽  
Business Education ◽  
Business School ◽  
Design Methodology ◽  
Reading Time ◽  
Business Schools ◽  
Cutting Edge ◽  
Content Type ◽  
Pertinent Information ◽  
Practical Implications

Purpose This paper aims to review the latest management developments across the globe and pinpoint practical implications from cutting-edge research and case studies. Design/methodology/approach This briefing is prepared by an independent writer who adds their own impartial comments and places the articles in context. Findings Change in business education is effortlessly elusive. No matter how often the great and the good of either the business or business school worlds lament the lack of adequate teaching through Masters of Business Administrations and other programmes, very rarely does anything seem to change. Managers are still put though their paces at business schools; they still read the same “seminal” books and case studies; they still get their blue riband qualification; they still receive a hefty increase in salary after graduation. Practical implications The paper provides strategic insights and practical thinking that have influenced some of the world’s leading organisations. Originality/value The briefing saves busy executives and researchers hours of reading time by selecting only the very best, most pertinent information and presenting it in a condensed and easy-to-digest format.

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