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…

Career guidance, which strongly influences the world labor market and social structure, is studied in many countries on different levels. This study aims to explore the number, growth trajectories, and geographic distribution of studies on Career guidance in general schools and identify prominent influential authors, sources, publications, and new…

Learning that "career" was not a definite sign in Irish Sign Language (ISL) and that "Career Guidance" was poorly understood by the Deaf community prompted a systematic literature review (SLR). An uncomfortable truth relating to Career Guidance emerged -- "Inclusion" is not where we presume it to be at.This paper…

Article content and author characteristics were analysed in the articles published in the "British Journal of Guidance and Counselling" (BJGC) from 2000-2019 to determine trends over time. The "BJGC" publishes more total articles and guidance and counselling research articles annually than any other guidance and counselling…

Labour Market Information forms a central place in career practice and how individuals enact their careers. This paper makes use of Alvesson and Sandberg's (Constructing research questions: doing interesting research. Sage, Thousand Oaks, 2013) methodology of focussing research on theoretical assumptions to construct a critical literature review…

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…

The first two decades of the twenty-first century witnessed the blossoming of frameworks to conceptualize "21st-century skills" both in school and career. However, there is still a lack of consensus about what we are talking about when using the term "21st-century skills," as the existing frameworks on "21st-century…

In this article we examine the print media portrayal of career transitions by adapting Fairclough's Critical Discourse Analysis (CDA) framework. The aim is to explore and critically analyse the newspaper articles published in "The Times," "Guardian," and "Daily Mail" between 1985 and 2015, the same time span in which…

Return on investment (ROI) has become part of the policymaking toolkit, particularly pertinent for activities like school-based career guidance deemed optional by some policymakers. There are institutions supporting ideal ROI methods alongside an academic critique, but little research on how ROI has been applied in practice in a guidance setting.…

Career exploration enables children to gain self- and occupational knowledge, and to assign meaning to what is learnt at school. Children's career exploration can be conceived as a foundation for career developmental learning and academic success. In this manuscript, we review articles published over the last five years to address whether these…

The continual evolution of employment opportunities in the present industrial era has raised the need for career-long expert advice. Similar to other fields, thankfully technology has come to our rescue in the area of career guidance also. This paper presents a systematic review of Expert Systems (ES) developed for career guidance, course…

This study explores the career information-seeking behaviours of young people and career advisers. These are examined through the interrogation of a secondary data set held by Scotland's national skills agency, Skills Development Scotland. Descriptive and frequency analyses of engagement records from career conversations reveal three key…

Aim/Purpose: This study aims to investigate the enabling technologies and applications of computer-assisted career guidance (CACG) tools in the career planning activities of students. Background: The choice of a career is an extremely significant lifetime decision for any individual. Students often struggle with their career choices mainly due to…

This paper aims to examine the impacts of career guidance interventions on school students' career-related skills, knowledge and beliefs by combining relevant empirical studies conducted in the last 10 years. A random-effects meta-analytic technique was employed for this purpose. After screening, electronic databases using pre-defined eligibility…

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…