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This paper aims to present a comprehensive overview of the patterns and trends of publications on artificial intelligence (AI) in personalised learning. It addresses the need to investigate the intellectual structure and development of this area in view of the growing amount of related research and practices.

A bibliometric analysis was conducted to cover publications on AI in personalised learning published from 2000 to 2022, including a total of 1,005 publications collected from the Web of Science and Scopus. The patterns and trends in terms of sources of publications, intellectual structure and major topics were analysed.

Research on AI in personalised learning has been widely published in various sources. The intellectual bases of related work were mostly on studies on the application of AI technologies in education and personalised learning. The relevant research covered mainly AI technologies and techniques, as well as the design and development of AI systems to support personalised learning. The emerging topics have addressed areas such as big data, learning analytics and deep learning.

This study depicted the research hotspots of personalisation in learning with the support of AI and illustrated the evolution and emerging trends in the field. The results highlight its latest developments and the need for future work on diverse means to support personalised learning with AI, the pedagogical issues, as well as teachers’ roles and teaching strategies.

Student welfare and wellbeing is crucial to successful postgraduate study, regardless of the global location in which the study is taking place, making it an international issue. This study sought to add to the conversations occurring globally on this topic, focusing particularly on exploring academic faculty participation in higher education postgraduate taught (PGT) student mentoring initiatives.

By applying two theories, social exchange theory (SET) and equity theory (ET), faculty participation in postgraduate mentoring was explored and examined. A qualitative methodology, comprising 19 semi-structured interviews with faculty participating as mentors, was conducted. Data was analysed using template analysis, with SET and ET used to create thematic templates.

The application of SET and ET enabled faculty participation to be understood in terms of the perceived equity, costs and rewards of mentoring. Costs can be significant, sometimes outweighing the benefits, thus endangering the viability and sustainability of the PGT mentoring initiative. Analysis suggested two distinct types of “mentor mindsets” exist, which influence the perception of investments, equity, costs and rewards.

As higher education institutions face increasing pressure to support student welfare, it is imperative that personalised support is put under scrutiny so management practices can be established that support and encourage academic faculty participation in these support initiatives. This paper recommends how institutions can allay the costs of mentoring by considering mentor recruitment, selection, training and other supportive measures.

The purpose of this study is to identify and synthesise the best evidence on health-care leaders’ and professionals’ experiences and perceptions of compassionate leadership.

A mixed-methods systematic review was conducted in accordance with the Joanna Briggs Institute methodology for mixed-methods systematic reviews using a convergent integrated approach. A systematic search was done in January 2023 in PubMed, CINAHL, Scopus, Medic and MedNar databases. The results were reported based on Preferred Reporting Items for Systematic Reviews and Meta-analyses. The data was analysed using thematic analysis.

Ten studies were included in the review (five qualitative and five quantitative). The thematic analysis identified seven analytical themes as follows: treating professionals as individuals with an empathetic and understanding approach; building a culture for open and safe communication; being there for professionals; giving all-encompassing support; showing the way as a leader and as a strong professional; building circumstances for efficient work and better well-being; and growing into a compassionate leader.

Compassionate leadership can possibly address human resource-related challenges, such as health-care professionals’ burnout, turnover and the lack of patient safety. It should be taken into consideration by health-care leaders, their education and health-care organisations when developing their effectiveness.

This review synthesised the knowledge of compassionate leadership in health care and its benefits by providing seven core elements of health-care leaders’ and professionals’ experiences and perceptions of compassionate leadership.

The learning outcomes of this case study are to understand the business-to-business (B2B) consumer outlook on mental health care in emerging markets; analyse the challenges faced in creating a need for mental health care in Indian workplaces; explore the business attractiveness of the B2B model and understand the business potential of the B2B segment at heyy,; and contemplate different innovative strategies that could change consumer mindset on mental health care in emerging markets.

Ankit, the founder and CEO of heyy, was facing a conundrum. “heyy,” was built on normalizing mental well-being at workplaces. His mental health-care app heyy, had crossed 50,000 subscribers within a few months of launch. The mobile app was designed to spread mental health awareness and provide various levels of mental well-being interventions. Business-to-consumer and B2B customer segmentation had been targeted by this start-up. The B2B space consisted of employees working with partner organizations. The adoption rates of employees using the features of heyy, declined after the initial app download. The employees had yet to fully become acclimatized to the features of heyy,. Exploring the business potential and investigating the business attractiveness of the B2B segment were the focus of the present study. Ankit contemplated various strategies he could adopt to increase user adoption of “heyy,” services by employees in his partner organizations. The case study strives to address the question – “What are the risks faced by organizations when entering the mental health-care industry in emerging markets like India, where mental health care is still not openly discussed?”

This case study is designed to be taught as part of the “entrepreneurship development” and “strategic management” courses for undergraduates, postgraduates and students of executive programmes in management. Students need to be aware of basic strategic management concepts such as BCG matrix, SWOT analysis and business canvas before working on this case study, so they could dissect the case from multiple perspectives to get a comprehensive outlook on the case.

Teaching notes are available for educators only.

CSS 11: Strategy.

This paper aims to explore the impact of the COVID-19 pandemic on mental health organisations in England.

A qualitative mixed-methods approach was applied, including a review of the academic literature, a review of the non-academic literature and a brief semi-structured survey. Respondents of the semi-structured survey included seven healthcare leaders from four different NHS Mental Health Trusts in England. This review applied thematic analysis to the data findings.

Mental health organisations in England have been significantly impacted by the COVID-19 pandemic. The analysis of the identified resources found four overarching areas for learning: organisational structures, approaches to practice (working and delivering care), leadership and staff support. Organisational structures refer to structural, systemic and procedural changes that have taken place. Approaches to practice relate to shifts in organisational work and delivery of care. Leadership identifies styles used to manage change and disruption. Staff support refers to measures and interventions applied to meet changing staff needs and well-being.

Mental health organisations can reduce the ongoing impact of the COVID-19 pandemic through continuous improvements in future crisis planning, innovations in clinical practice and a sustained focus on staff well-being.

A multi-dimensional exploration into the impact of the COVID-19 pandemic on mental health organisations was conducted. The review also provides insights into the experience of healthcare leadership in managing change during the COVID-19 pandemic.

Advances in technology have given rise to an increased demand by small businesses for personalised e-government services. Given the importance of small businesses to the Australian economy, it is vital to deliver small business-centric services that offer potential to generate value. To do that effectively, government departments need to understand factors that affect small business. The purpose of this study is to explore how preferences for personalised services and the use of intermediaries affect small business participation behaviour and, in turn, stimulate positive outcomes that are of interest to the government.

This study draws on secondary data from a survey of 800 Australian small businesses about the digital services offered by a large government department. Structural equation modelling was used to empirically test the model.

The findings demonstrate that whilst preference for personalisation has a positive relationship with participation behaviour, reliance on an intermediary does not. While such behaviour fosters emotional connection and perceptions of partner quality, the results of this study show no significant impact on satisfaction.

This study advances knowledge about how small businesses can gain value from personalised support services. Importantly, it focuses on participation behaviour and small business – both of which are largely absent from existing studies. The findings can assist government departments to design personalised services that are valued by small businesses.

Construction is one of Australia’s largest employers of young people and the industry is facing a major labor shortage, with young people expected to account for much of the shortfall. Surprisingly however, there been little research into the pathways for young people into construction employment. The aim of this paper is to address this gap in research by exploring whether project-based intermediaries can support the development of disadvantaged young people’s trust in the often-problematic systems which are meant to help transition them into employment in construction.

Employing an in-depth case study approach, this research mobilizes theories of personalized and generalized trust to report the results of interviews with 15 sectoral leaders; focus groups with 12 young people working in construction; and interviews with 11 young people being transitioned into construction employment through a unique project-based intermediary developed by a major Australian construction company as part of its social procurement requirements.

Findings show that project-based intermediaries can play an important trust-building role in transitioning disadvantaged young people into work in construction. They do this by bridging a young person’s strong social ties (family and friendship) and weak social ties (with government and construction industry organizations), both of which can be problematic when used in isolation to seek employment in construction. By performing a crucial bridging role between a young person’s individual self-interest in acting alone to find work and their collective interest in being part of a collaborative group, the project-based intermediary creates a new form of linking social capital, enabling social procurement policies which target young people to work while also addressing wider systemic problems in Australia’s employment systems.

This research addresses the lack of employment research into young people in construction and the paucity of theory in social procurement research more broadly. It takes an original approach in aligning theories related to a duality of personalized trust and generalized trust seen against the duality of individual intentionality and agency (self-focused) and shared intentionality and agency (group-focused). By doing so it provides new conceptual and practical insights into the important role that construction project-based intermediaries like the one studied here can play in providing innovative cross-sector and collaborative solutions to the world’s growing youth unemployment crisis.

The purpose of this study is to propose a research model based on the stimulus-organism-response (S-O-R) model to explore whether gamification and personalization as environmental stimuli to learners’ learning engagement (LE) can affect their learning persistence (LP) in massive open online courses (MOOCs) and, in turn, their learning outcomes in MOOCs.

Sample data for this study were collected from learners who had experience in taking gamified MOOCs provided by the MOOCs platform launched by a well-known university in Taiwan, and 331 usable questionnaires were analyzed using structural equation modeling.

This study demonstrated that learners’ perceived gamification and personalization in MOOCs positively influenced their cognitive LE and emotional LE elicited by MOOCs, which jointly explained their LP in MOOCs and, in turn, enhanced their learning outcomes. The results support all proposed hypotheses and the research model, respectively, explaining 82.3% and 65.1% of the variance in learners’ LP in MOOCs and learning outcomes.

This study uses the S-O-R model as a theoretical base to construct learners’ learning outcomes in MOOCs as a series of the psychological process, which is influenced by gamification and personalization. Noteworthily, while the S-O-R model has been extensively used in prior studies, there is a dearth of evidence on the antecedents of learners’ learning outcomes in the context of MOOCs, which is very scarce in the S-O-R view. Hence, this study enriches the research for MOOCs adoption and learning outcomes into an invaluable context.

This work aligns with two of the following NAPDS Essentials: Clinical Preparation and Learning and Leading. The authors collaborated with district partners to determine how to best meet their needs. Additionally, our institution continues to develop a reciprocal relationship; pre-service teachers can hone skills during the clinical field experience, and the university will better support the professional development initiatives of districts with whom we partner. Clinical field assignments are designed with intentionality to align with the needs of our districts. Consequently, pre-service teachers will be better equipped to immerse themselves in the field experiences and effectively address the diverse needs of students. The authors will continue to engage our preservice and in-service teachers and personalize supports.

A needs assessment was conducted to determine the most appropriate supports for our district partners. A survey was disseminated, and individuals ranked their area for support. The authors followed up with in-service teachers and district leaders to discuss specific strategies that could strengthen academic achievement and social emotional development. Additionally, the data were used to determine how to better equip teacher candidates to serve in the partner districts.

Two programs that have been highly successful have been the Teacher Assistant to Teaching Professional program which is a specialized grow your own and bringing high school students to campus that are interested in becoming educators their junior year, lastly, the use of Mixed Reality Simulations to strengthen educator preparation. Creating diverse partnerships is not a one-size-fits-all approach in every district. Needs assessment and ongoing conversations are needed to ensure both the district and the Educator Preparation Program are able to support pre-service and in-service teachers along with the needs of PreK–12 students.

This paper highlights diverse approaches to strengthening partnerships and the teacher pipeline.

Transformational leadership (TFL) has been suggested to create positive changes in employees with the goal of developing them into leaders. The authors integrate this well-established leadership style with recent research on idiosyncratic deals (i-deals). The authors suggest TFL as a predictor of task and development-based i-deals, and propose i-deals as a mediating mechanism linking TFL to employee outcomes (job satisfaction, job stress and manager-rated performance).

The authors used a time-lagged research design, and collected four waves of data from 140 employees and 78 leaders.

TFL was found to be an important predictor of i-deals. I-deals predicted job satisfaction and job stress; and it mediated the relationship between TFL and these two employee outcomes. Yet, i-deals were not associated with employee performance and did not mediate the relationship.

First, it shows that transformational leaders who consider employees' unique skills and support their professional growth are more likely to grant personalized arrangements. Second, drawing from social exchange theory, it illustrates that i-deals may act as a linkage between TFL and employee outcomes. The paper bridges leadership and i-deals literature to identify key leverage points through which leaders can enhance employee satisfaction, well-being and performance.