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This paper examines why individuals start their hospitality careers by becoming temporary lifeguards while aspiring to later promotion. It reports data from young people working in one major upmarket hotel chain that operates in the Gulf but has a global reach. This study aims to address issues regarding this often-overlooked career path for young staff.

A qualitative questionnaire was distributed to lifeguards working in a luxury hotel chain in a Gulf country to explore their reasons for working as a lifeguard and their experiences in this role. Data were analysed using QDA Miner and WordStat to generate coherence and similarity indices.

It is found that the attractions include good training with a well-established company operating in an upmarket location, but other important factors include career prospects, skill enhancement, self-development, monetary savings and experience working in one of the world’s most exciting tourist locations.

The results offer implications for management looking to recruit expatriate labour without considering long-term employment or residence. Nonetheless, while this offers opportunities to assess many potential long-term employees, there are costs to the practice.

Little research has been conducted on lifeguards and how employment in such roles can develop careers in hospitality. The study contributes to understanding motives and career development and conceptually suggests that liminal status complements those drawn to protean career development. The results shed light on how new employees, including management trainees, undertake liminal, protean careers, to care for family, develop their careers and enter markets that may otherwise be difficult to enter.

The purpose of this study is to identify the main perspectives and trends in educational data mining (EDM) in the e-learning environment from a managerial perspective.

This paper proposes a systematic literature review to identify the main perspectives and trends in EDM in the e-learning environment from a managerial perspective. The study domain of this review is restricted by the educational concepts of e-learning and management. The search for bibliographic material considered articles published in journals and papers published in conferences from 1994 to 2023, totaling 30 years of research in EDM.

From this review, it was observed that managers have been concerned about the effectiveness of the platform used by students as it contains the entire learning process and all the interactions performed, which enable the generation of information. From the data collected on these platforms, there are improvements and inferences that can be made about the actions of educators and human tutors (or automatic tutoring systems), curricular optimization or changes related to course content, proposal of evaluation criteria and also increase the understanding of different learning styles.

This review was conducted from the perspective of the manager, who is responsible for the direction of an institution of higher education, to assist the administration in creating strategies for the use of data mining to improve the learning process. To the best of the authors’ knowledge, this review is original because other contributions do not focus on the manager.