This paper presents a systematic literature review of using Machine Learning (ML) techniques in higher education career recommendation. Despite the growing interest in leveraging Artificial Intelligence (AI) for personalized academic guidance, no previous reviews have synthesized the diverse methodologies in this field. Following the Kitchenham…

This study investigates the role of higher education strategies in enhancing the employability of international students in the postpandemic era, employing the USEM (understanding, skills, efficacy beliefs, metacognition) as a theoretical framework. By focusing on targeted interventions, this research explores how higher education institutions…

This study presents a systematic literature review about career interventions for university students exploring: (1) which theoretical framework; (2) structure; (3) evaluation system; and (4) outcomes are reported. Fourteen keywords, five databases, and six eligibility criteria were defined. Among the 596 articles collected, 26 remained for…

This article explores and wrestles with the various discourses that arise when considering why it is important to advise students from an assets-based and holistic approach into science-related majors and careers. Our hope is to inform how and why it is important to advise students into science-related careers, specifically, and Science,…

In this paper, we identify the main challenges faced by international graduate students seeking employment in the Canadian labor market after completing Canadian Master of Education programs. We approach this issue from our combined perspectives: a professor of higher education and a recent international graduate with a Master of Education…

It is recognised that engineers end up in a wide variety of engineering positions and that the importance of professional competencies might vary accordingly. However, most studies regarding professional competencies, employability or career guidance fail to address this variety in professional roles. This systematic literature review aims to…

Approximately one-third of countries in the world are regarded as small states. There are also subnational jurisdictions, or small territories, that share similar characteristics of small states. Their small size renders them vulnerable to changes in the global economy, and this, in turn, has an impact on trade, business, and employment. In this…

International policy and practice reviews support policy development by learning what works, in what contexts, and why. They also provide the opportunity to consider how that learning might be effectively translated to the English context. Three years after the publication of the 2017 Careers Strategy (ED612489) (Department for Education, 2017),…

In this article we examine the development of career guidance in Pakistani higher education. The article is based on a literature review supplemented with new data gathered from a review of higher education institutions' websites and five case study interviews. It considers both local and global influences as relevant contexts for understanding…

It is a common misconception among students that following graduation there will be an abundance of job opportunities, and by simply earning a degree, they will be competitive in the job market. Through a review of relevant literature, this article examines college graduate employment statistics and the skills employers desire most in new hires.…

This report for the Higher Education Academy, in partnership with the University of Derby and the Career Development Organisation, examined 187 pieces of research published between 2012 and 2016 that describe how the subject of employability has been addressed during this period. It draws out some of the key implications for higher education…

Weak enrollment growth has been a concern for many Information Systems (IS) programs in recent years although the IT/IS job market remains strong. Stimulating undergraduate students' interest to IS programs have been a challenge. In this paper, the researchers took a comprehensive approach to study how to effectively promote a Management…

Studies indicate that long held gender stereotypes lead females to a decreased self-confidence and interest in the sciences. As a result, only a minority of women pursue coursework and careers in science and technology-based fields. Several gender-based studies in science and technology education indicate that mentoring may hold great promise in…