Personalized and Explainable Employee Training Course Recommendations: A Bayesian Variational Approach

As a major component of strategic talent management, learning and development (L&D) aims at improving the individual and organization performances through planning tailored training for employees to increase and improve their skills and knowledge. While many companies have developed the learning management systems (LMSs) for facilitating the online training of employees, a long-standing important issue is how to achieve personalized training recommendations with the consideration of their needs for future career development. To this end, in this article, we present a focused study on the explainable personalized online course recommender system for enhancing employee training and development. Specifically, we first propose a novel end-to-end hierarchical framework, namely Demand-aware Collaborative Bayesian Variational Network (DCBVN), to jointly model both the employees’ current competencies and their career development preferences in an explainable way. In DCBVN, we first extract the latent interpretable representations of the employees’ competencies from their skill profiles with autoencoding variational inference based topic modeling. Then, we develop an effective demand recognition mechanism for learning the personal demands of career development for employees. In particular, all the above processes are integrated into a unified Bayesian inference view for obtaining both accurate and explainable recommendations. Furthermore, for handling the employees with sparse or missing skill profiles, we develop an improved version of DCBVN, called the Demand-aware Collaborative Competency Attentive Network (DCCAN) framework , by considering the connectivity among employees. In DCCAN, we first build two employee competency graphs from learning and working aspects. Then, we design a graph-attentive network and a multi-head integration mechanism to infer one’s competency information from her neighborhood employees. Finally, we can generate explainable recommendation results based on the competency representations. Extensive experimental results on real-world data clearly demonstrate the effectiveness and the interpretability of both of our frameworks, as well as their robustness on sparse and cold-start scenarios.

Sample attrition analysis in a prospective cohort study of medical graduates in China

Background A major challenge of prospective cohort studies is attrition in follow-up surveys. This study investigated attrition in a prospective cohort comprised of medical graduates in China. We described status of attrition, identified participants with higher possibility of attrition, and examined if attrition affect the estimation of the key outcome measures. Methods The cohort study recruited 3,620 new medical graduates from four medical universities in central and western China between 2015 and 2019. Online follow-up surveys were conducted on an annual basis. Follow-up status was defined as complete (meaning that the participant completed all the follow-up surveys) and incomplete, while incomplete follow-up was further divided into ‘always-out’, ‘rejoin’ and ‘other’. Multivariable logistic and linear regressions were used to examine factors predicting attrition and the influence on the outcome measures of career development. Results 2364 (65.3%) participants completed all follow-up surveys. For those with incomplete follow-up, 520 (14.4%) were ‘always-out’, 276 (7.6%) rejoined in the 2020 survey. Willingness to participate in residency training (OR=0.80, 95%CI[0.66 - 0.98]) and willingness to provide sensitive information in the baseline survey predicted a lower rate of attrition (providing scores for university entrance exam OR=0.82, 95%CI[0.69 - 0.97]]; providing contact information (OR=0.46, 95%CI[0.32 - 0.66]); providing household income (OR=0.60, 95%CI[0.43 - 0.84]). Participants with compulsory rural service (OR=1.52, 95%CI[1.05 - 2.19]) and those providing university entrance scores (OR=1.64, 95%CI[1.15-2.33)) were more likely to rejoin in the follow-up survey. These factors associated with follow-up status did not have significant impact on key outcome measures of career development. Conclusions Graduates who were unwilling to participate in residency training or not providing sensitive information should be targeted early in the cohort study to reduce attrition. More information about the study should be provided to those graduates early to facilitate their understanding of the meaning in participation. On the contrary, medical graduates with compulsory rural service and those who provided university entrance scores were more likely to rejoin in the cohort. The research team should invest more effort in contacting those graduates and returned them to the cohort.

High School Experiences That Support Post-School Success: What Can We Learn?

Students with disabilities continue to lag behind their peers without disabilities in the area of post-school success. This study qualitatively analyzed individual responses from 6 years of post-school outcomes survey data in one state to identify positive experiences said to help students reach their post-school goals. Respondents reported nine themes as being the most helpful in meeting their goals after high school, including having supportive staff members, taking career development coursework, and developing success attributes such as self-advocacy. A negative experience theme also emerged in the analysis. Implications for educators are discussed related to emphasizing instruction in self-determination and career development. Implications for states are discussed related to the post-school outcomes data collection process.

Mental Health of Female Adolescents With Disabilities: Considerations for Career Development

Female adolescents with disabilities are at an increased risk for mental health concerns, which can negatively impact their self-determination, making transition to postschool opportunities difficult. We analyzed two waves of survey data from 366 female adolescents with disabilities, recruited from 26 U.S. public high schools, as part of a randomized controlled trial of a career development intervention. Participants with mental health concerns evidenced a slower increase in self-determination over the follow-up period than those without such concerns. Individuals assigned to the intervention condition experienced significant gains in self-determination compared with the control. Findings suggest that mental health concerns can operate as a barrier to growth in self-determination skills among this population, though targeted interventions can help in boosting these skills.

XTRA Study Protocol: eXploring medical sTudents caReer reAdiness - A cross sectional study in the UK

Background and objectives: Professional and career enhancing opportunities are essential for developing skills required for a successful career in medicine. Research to date has mainly focused on the extent to which medical schools prepare students for clinical work as junior doctors. However, there remains a need to ascertain how students prepare for their career and what facilitates or hinders learning regarding careers in medicine. The purpose of the XTRA study is to examine career readiness of medical students at UK universities and the support they receive during their studies regarding career planning. Methods: The eXploring medical sTudents caReer reAdiness (XTRA) study is a national cross sectional study of all medical students enrolled at a UK medical school. Data collection will occur via a secure online survey designed as a training need analysis based on the principles of Supers theory (Super, 1953) of career development. A snowball sampling strategy will be used to recruit participants via social media and networks. Results will be analysed using quantitative analysis and thematic analysis to identify themes in qualitative responses. The primary outcome is to understand the perspective of current medical students on how well prepared they are about entering their careers in healthcare. Conclusions: We anticipate that findings from this study will help identify career readiness of medical students to facilitate the development of career development programmes and resources to ensure medical students are well equipped for their future careers. Keywords: medical education; medical school; medical students; careers; hidden curriculum; extracurriculars; career readiness.

Career and Professional Development of the Head of the Organization

The present research featured the career and professional development of the head of a modern organization. The status and career development of specialists and managers often come into dissonance. Managerialism, corruption, and other deformations create contradictions that require targeted and large-scale efforts, e.g. innovative career management technologies. The research objective was to analyze modern problems of managing the career and professional development of CEO personnel. The career and professional path of a CEO is a cultural phenomenon. They are closely related to one's development as a personality, a partner, and a specialist, which forms a system of competencies. These competencies also reflect and generate changes in the area of intrapersonal and interpersonal improvement. Personal development depends on the accumulation and processing of life and career experience. As a rule, this experience is neither purposeful nor reflexive. As a result, it gives little large-scale effect. The study and reflection should prevent and correct violations of professional-labor and social-career development, including careerograms, customized work trajectories, psychotechnologies of career management, etc. Performance of a manager is a multilevel system of interconnected individual components. Managerial performance can be improved as a systemic correlation of the existing and emerging qualities of a manager with the peculiarities of the organization, i.e. corporate culture, socio-psychological climate, internal education and mutual assistance, a system of selection and support, a system of professionally important qualities of an effective leader, ergo design of staff, psychophysiological harmony, etc.

The multiple mediating effects of Korean workers’ perception of the fourth industrial revolution, career attitudes and future learning intent

Purpose This study aims at analyzing the impact of perceptions of the fourth industrial revolution (crisis and opportunity) in the relationship between workers’ career attitudes and future learning intentions. Design/methodology/approach This study analyzed the multiple mediating effect of the perception of the fourth industrial revolution in the relationship between career attitudes and future learning intention using data of 305 Korean workers. As career attitude variables, boundaryless and protean career orientation variables were used, and perception of the fourth industrial revolution was analyzed (opportunity and crisis perception). Findings Both workers’ boundaryless career orientation and protean career orientation influenced future learning intention through the perception of opportunity for the fourth industrial revolution. This result suggested that flexible career attitudes positively recognized the changes of the fourth industrial revolution and had an effect on promoting attitude toward future learning. Research limitations/implications The study confirmed that workers’ flexible career attitudes could promote perception of opportunity rather than crisis in changing situation and strengthen their intention to prepare for the future by mediating this perception. These results suggest that lifelong learning and competency development can be reinforced by facilitating perception of an opportunities for external change for individual career development. Originality/value Insights for personal career development were provided by analyzing the relationship between flexible career attitudes, which are increasing in importance in the modern society, and perceptions of changes in external environment.

The Employability and Career Development of Finance and Trade College Graduates

Employability is a vital aspect for human development in career fields. In order to explore the factors affecting the employability of finance and trade graduates in higher vocational colleges, the researchers focused on human development in educational settings and conducted a piece of quantitative research within nine higher vocational colleges. The study uses descriptive statistical analysis to demonstrate the sample structure, using t-test, rank sum test, and chi-square test to assess the variables. It also adopts exploratory factor analysis to identify the classification of both educational practice and employability. Then, a multivariable linear regression model was adopted to examine the relationships between three main factors as well as the employability and career development of finance and trade graduates. The findings imply that the soft skills and basic skills of finance and trade college graduates have immensely improved through educational practice; graduates with high motivation for learning could enhance their soft skills and more internships or club engagement brings stronger professional skills. Based on these results, higher vocational colleges, enterprises, policymakers, teachers, and finance and trade graduates will benefit from the findings related to the reform of educational practice for strengthening graduate employability and human development. The originality of this paper is the conceptual evolution of finance and trade college graduate employability, as well as the empirical analysis on educational practice, student engagement, and family background affecting their human development.

STUDI KOMPARASI MANAJEMEN SUMBER DAYA MANUSIA PERPUSTAKAAN LASA Hs DENGAN RICHARD E RUBIN

One of the factors that influence the progress of the library lies in its human resources. Reviewing library human resources can be done by analyzing several library figures who are currently concerned with reviewing human resources (HR). The figures include Lasa, Hs with his work entitled "Library Human Resource Management" and Richard. E Rubin with his work entitled "Human Resource Management in Libraries: Theory and Practice. The purpose of this study was to compare the concept of human resource management of the Lasa Hs library with Richard E Rubin. Through a literature study, the research results obtained the relevance of the two figures in determining the stages of library human resource management which include; planning, recruitment, introduction, empowerment, termination, career development, compensation, maintaining safety, comfort, measuring the performance of human resources. According to Lasa, Hs performance measurement stage is a basic need in reviewing human resources in the library itself so that its existence is very important to be applied, in contrast to Richar E Rubin who assesses all stages in library human resource management have the same value to be fulfilled without distinguishing one from the other. others, because in its application they are interconnected.