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This literature review is on advanced computer analytics, which is a major trend in the field of Human Resource Management (HRM). The authors focus specifically on computer-assisted text analysis (CATA) because text data are a prevalent yet vastly underutilized data source in organizations. The authors gathered 341 articles that use, review, or promote CATA in the management literature. This review complements existing reviews in several ways including an emphasis on CATA in the management literature, a description of the types of software and their advantages, and a unique emphasis on findings in employment. This examination of CATA relative to employment is based on 66 studies (of the 341) that bear on measuring constructs potentially relevant to hiring decisions. The authors also briefly consider the broader machine learning literature using CATA outside management (e.g., data science) to derive relevant insights for management scholars. Finally, the authors discuss the main challenges when using CATA for employment, and provide recommendations on how to manage such challenges. In all, the authors hope to demystify and encourage the use of CATA in HRM scholarship.

Previous research suggests that women receive less critical attention and acclaim in popular music. The authors expect that gender differences in the amount and content of media discourse about popular musicians occur because music critics draw on the cultural frame of gender as a primary tool for critical evaluation. In order to explore the role of gender as a frame through which aesthetic content is evaluated, the authors conduct detailed content analyses of 53 critical reviews of two versions of the popular album 1989 – the original released by Taylor Swift in 2014 and a cover version released by Ryan Adams less than a year later. Despite Swift’s greater popularity and prominence, the authors find that reviews of her version of the album are more likely to focus on her gender and sexuality; less likely to describe her as emotionally authentic; and more likely to use popular aesthetic criteria in evaluating her music. By contrast, Ryan Adams was more likely to be seen by critics as emotionally authentic and to be described using high art aesthetic criteria and intellectualizing discourse. The authors address the implications of the findings for persistent gender gaps in many artistic fields.

COVID-19 has generated unprecedented circumstances with a tremendous impact on the global community. The academic community has also been affected by the current pandemic, with strategy and management researchers now required to adapt elements of their research process from study design through to data collection and analysis. This chapter makes a contribution to the research methods literature by documenting the process of adapting research in light of rapidly changing circumstances, using vignettes of doctoral students from around the world. In sharing their experience of shifting from the initially proposed methodologies to their modified or completely new methodologies, they demonstrate the critical importance of adaptability in research. In doing so, this chapter draws on core literature of adaptation and conducting research in times of crises, aiming to provide key learnings, methodological tips and a “story of hope” for scholars who may be faced with similar challenges in the future.