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The growth of the global labor force and business analytics has significantly impacted human resource management (HRM). Human resource (HR) analytics is an emerging field that creates value for employees and organizations. By examining the existing studies on HR analytics, the paper systematically reviews the literature to identify active research areas and establish a roadmap for future studies in HR analytics.

A portfolio of 503 articles collected from the Scopus database was reviewed. The study has adopted a Latent Dirichlet allocation (LDA) topic modeling approach to identify significant themes in the literature.

The HR analytics research domain is classified into four categories: HR functions, statistical techniques, organizational outcomes and employee characteristics. The study has also developed a framework for organizations adopting HR analytics. Linking HR with blockchain technology, explainable artificial intelligence and Metaverse are the areas identified for future researchers.

The framework will assist practitioners in identifying statistical techniques for optimizing various HR functions. The paper discovers that by implementing HR analytics, HR managers and business partners can run reports, make dashboards and visualizations and make evidence-based decision-making.

The previous studies have not applied any machine learning techniques to identify the topics in the extant literature. The paper has applied machine learning tools, making the review more robust and providing an exhaustive understanding of the domain.

The theme of collegiality and more broadly of changes in the governance of universities has attracted growing interest within the sociology of higher education. As institutions, contemporary universities are inhabited by competing logics often defined in terms of market pressures and are shaped by the higher education policies of governments. Collegiality is an ideal-type form of university governance based on expertise and scientific excellence. Our study looks at manifestations of collegiality in two publicly funded universities in Canada. Collegiality is explored through the structural attributes of governance arrangements and academic culture in action as a form of self-governance. Case studies rely on two data sources: (1) policy documents and secondary data on various aspects of university development, and (2) semi-structured interviews with key players in the governance of these organisations, including unions. Two main findings with implications for the enactment of collegiality as a governance mode in universities are discussed. The first is that governance structures are slowly transitioning into more hybrid and corporate forms, where academics remain influential but share and negotiate influence with a broader set of stakeholders. The second is the appearance of forces that promote a delocalisation of collegiality, where academics invest in external scientific networks to assert collegiality and self-governance and may disinvest in their own institution, thus contributing to the redefinition of academic citizenship. Status differentiation among academic colleagues is associated with the externalisation of collegiality. Mechanisms to associate collegiality with changes in universities and their environment need to be further explored.