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The research paper aims to analyse the scholarly literature on advancing HR analytics as an intervention for attrition, a problem that lingers on organisational performance. This study aspires to provide an in-depth literature review and critically assess the knowledge gaps in HR analytics and attritions within organisational performance.

The review analyses the corpus of 196 research articles published in ostensible journals between 2011 and 2023. To identify research gaps and provide valuable insights, this study synthesises relevant studies using School of thought (S), Context (C), Methodology (M), Triggers (T), Barriers (B), Facilitators (F) and Outcomes (O) (SCM-TBFO framework). This study employs the R programming language to conduct a systematic literature review in accordance with the “preferred reporting items for systematic reviews and meta-analysis” (PRISMA) guidelines.

The emerging discipline of HR analytics encompasses the potential to manage attrition and drive organisational performance enhancements effectively. The study of SCM-TBFO encompasses a multidimensional approach, incorporating diverse perspectives and analysing its complex aspects compared to various approaches. The School of thought includes the human capital theory, expectancy theory and resource-based view. The varied research contexts entail the USA, United Kingdom, China, France, Italy and India. Further, the methodologies adopted in the studies are artificial neural networking (ANN), regression, structure equation modelling (SEM) case studies and other theoretical studies. HR analytics and attrition triggers are data mining decision systems, forecasting for firm performance and employee satisfaction. The barriers include leadership styles, cultural adaptability and lack of analytic skills, data security and organisational orientation. The facilitators were categorised into data and technology-related facilitators, human resource policies and organisational growth and performance-related facilitators. The study's primary outcomes are technology adoption, effective HR policies, HR strategies, employee satisfaction, career and organisational expansion and growth.

The primary goal of the literature review is to provide a comprehensive overview of the current state of HR analytics and its impact on organisational performance, particularly in relation to attrition. Further, the study suggests that attrition, a critical organisational concern, can be effectively managed by strategically utilising HR analytics and empowering data-driven interventions that optimise performance and enhance overall organisational outcomes.

Education, and especially the life of a teacher, is constantly evolving. Teachers' roles and responsibilities have become more complicated and multifaceted over time. Therefore, they have to invest a great deal of time, energy, and effort to navigate the demands and complexities of their role. In the last 20 years, education has changed in response to increased workload, the rise of high-stakes testing and accountability, social-emotional and behavioral challenges among students, school safety concerns, equity concerns, and now the coronavirus pandemic. These factors have been linked to high stress and teacher burnout, which leads to more teachers leaving their jobs (Arvidsson et al., 2019). Nonetheless, those who endure the flames of burnout do so because they are resilient in the face of adversity and persistent in their commitment to the call of teaching and learning. This chapter examines the effects of stress and burnout among three alternatively certified teachers and the behaviors and strategies these educational first responders employ to build resilience and persistence in their service to the students who shape our future.

While known by many names, qualifying exams function as gatekeepers to graduate student advancement to PhD candidacy, yet there has been little formal study on best qualifying exam practices particularly in biomedical and related STEM PhD programs. The purpose of this study is to examine the current state of qualifying exams through an examination of the literature and exploration of university-wide policies.

The authors conducted a literature review of studies on qualifying exams and completed an external evaluation of peer institutions’ and internal institutional qualifying exam requirements to inform our discussion of qualifying exams practices in PhD training at a research-intensive US institutions.

This study identified the need for more research on qualifying exams to establish evidence-based best practices. The authors found a wide variety of qualifying exam formats, with little evidence in support for specific formats. The authors also found little evidence that student expectations are made clear. The lack of evidence-based best practices coupled with insufficient clarity for students has a real potential to disadvantage PhD students, particularly first generation, underrepresented minority, international and/or other trainees who are not privileged or socialized to navigate training environments with vague landmarks such as the qualifying exams.

There are very few studies that evaluate qualifying exams in US doctoral education, particularly in STEM fields, and to the authors’ knowledge, there has been no analysis of campus-wide policies on qualifying exams reported. The lack of evidence for best practices and the need for to evaluate the implementation and effectiveness of qualifying exams are discussed.

This collaborative effort aims to reduce international teacher attrition. Findings from the data are meant to be shared with principals to reduce the number of international teachers leaving teaching. The study revolves around three important research questions: What challenges do international teachers encounter and how do they meet them? What individual strengths help international teachers develop resilience in the transition process? and What support mechanisms help international teachers develop resilience in the adaptation process? The chapter ends with recommendations and implications for school leaders as they create conditions that will help retain new teachers.

At the virus' US epicenter, New York City, teachers experienced the impact of the pandemic firsthand in real time. Consistent with intensification (Apple, 1986), as school struggles to adapt to a rapidly changing social and educational landscape, socioemotional stressors and occupational responsibilities increase. Through the metaphoric (Craig, 2018) image of a candle, and using the tools of narrative inquiry (Connelly & Clandinin, 1990) – broadening, burrowing, storying, and restorying – we surface four teachers' lived experiences in a year filled with incredible grief and loss, socio-political-cultural trauma, racial strife, and personal-professional challenges to show their resolve and resiliency to persevere through and beyond burning out.

This research is about embedding service-based supply chain management (SCM) concepts in the education sector. Due to Canada's competitive education sector, the authors focus on Canadian universities.

The authors develop a framework for evaluating and forecasting university performance using data envelopment analysis (DEA) and artificial neural networks (ANNs) to assist education policymakers. The application of the proposed framework is illustrated based on information from 16 Canadian universities and by investigating their teaching and research performance.

The major findings are (1) applying the service SCM concept to develop a performance evaluation and prediction framework, (2) demonstrating the application of DEA-ANN for computing and predicting the efficiency of service SCM in Canadian universities, and (3) generating insights to enable universities to improve their research and teaching performances considering critical inputs and outputs.

This paper presents a new framework for universities' performance assessment and performance prediction. DEA and ANN are integrated to aid decision-makers in evaluating the performances of universities.

The findings suggest that higher education policymakers should monitor attrition rates at graduate and undergraduate levels and provide financial support to facilitate research and concentrate on Ph.D. programs. Additionally, the sensitivity analysis indicates that selecting inputs and outputs is critical in determining university rankings.

This research proposes a new integrated DEA and ANN framework to assess and forecast future teaching and research efficiencies applying the service supply chain concept. The findings offer policymakers insights such as paying close attention to the attrition rates of undergraduate and postgraduate programs. In addition, prioritizing internal research support and concentrating on Ph.D. programs is recommended.

Four reputed leaders for the coming years in the field of special education for individuals with emotional and behavioral disorders (EBD) each with a slightly different perspective on the field were asked to respond independently to a prompt asking what does special education mean for students with EBD and what is being done and how do we maintain tradition? The contributors' responses to the prompt are presented and then summarized across the essays. A remarkable consistency emerges across the independent essays. In addition to the tradition of providing a free and appropriate education in the least restrictive environment, the contributors identify needs to support teachers serving this population. Needs in teacher training and the expertise required to meet the needs of individuals with EBD are outlined as well as potential contributions of technology to carry out specific tasks. We conclude with a call for increased advocacy for use of the knowledge that we currently possess and that which will soon be discovered to support students with EBD as well as their teachers. We also note that the contributors' names are listed alphabetically to acknowledge the equality of each person to the final product.

In 2016, the oversight body for policing in England and Wales reported a national shortage of 5,000 qualified detectives and other investigators. Commissioned by the National Police Chiefs Council, this research critically assessed initiatives taken by the Police Service of England and Wales since that time to remedy that shortfall. The purpose of this study is to answer the question, “To what extent can fast-track investigator recruitment and training schemes enhance the PSEW’s investigative capacity and capability?”

Between 2019 and 2020, the authors examined four cases in England and Wales. Three were novel fast-track programmes for new joiners. The fourth was an investigator resilience programme. This study was qualitative and interpretive in nature. The authors carried out systematic reviews of the literature on investigative policy and detective work. The authors reviewed internal evaluations completed by Forces A, B and C. The authors interviewed respondents (n = 82) and supplemented the interview data with survey data (n = 45; N = 127); the authors analysed the data thematically and reviewed the findings in the context of systems theory and social identity theory.

The major themes identified by the analysis presented in this study were marketing and recruitment, attrition and progression, acceptance of the trainees, training and trainees’ welfare and well-being. The programmes were not as successful as they might have been because of systems failures. Principally, ineffective coordination of the programmes with other elements of the forces on which their success also relied (such as training, human resources and detective, departments). A critical limiting factor was the lack of experienced, skilled detectives able to train, support and mentor the trainees.

This paper provides empirical evidence of the efficacy of a whole systems approach to organisational change. This study evidences the crisis in police investigative practice that limits the service that the police can provide to victims and communities and ultimately threatens police legitimacy. This study provides insights from police practitioners into detective work in the modern era and highlights areas where improvement is necessary. The research on which this study is based was commissioned by the National Police Chiefs Council. Thus, there is institutional buy in to its findings.

With its roots firmly in empiricism, this paper presents the first scholarly evaluation of the police's attempts to make up a massive shortfall in investigators. To the best of the authors’ knowledge, this paper presents the first attempt to explain the challenges the police faced in this context, thematically. This study’s focus on systems and on human behaviour is intended to inform a wide audience beyond British policing.