Machine Learning concept learns from experiences, inferences and conceives complex queries. Machine learning techniques can be used to develop the educational framework which understands the inputs from students, parents and with intelligence generates the result. The framework integrates the features of Machine Learning (ML), Explainable AI (XAI)…

Purpose: Students experience a range of benefits by participating in work-based learning (WBL) including increased employability skills, career development learning and enhanced industry networks. However, some approaches to WBL are not easily accessed by all students, with placement-based models placing demands on students to attend a physical…

A strong theoretical approach with a specific focus on disciplinary research characterizes the common science master's education in the Netherlands. However, a work-based learning (WBL) approach may as well be expedient and suitable for science education at master's level. In this paper, a case study is presented of a WBL-program designed for an…

Background: Over the past 25 years, research has demonstrated the value of the demand-side placement model in increasing employment opportunities for people with disabilities. Objective: The demand-side model is focused on working with businesses (the demand-side) to create systemic change within companies to pull-in consumers, in contrast to a…

Work-integrated learning (WIL) is a national priority and a strategic direction for Australian universities. To increase industry engagement, there is a need to identify emerging WIL models that enable flexibility while optimizing outcomes for stakeholders. This Australian Technology Network (ATN) project explored approaches that overcome…

The experience of international Black African collegians (IBAC) in U.S. higher education has not been adequately investigated, particularly as it relates to understanding the diversity within Black and international student populations. In this manuscript, I offer seven culturally relevant suggestions for student affairs professionals, all of…

Work integrated learning (WIL) educators using reflective practice to facilitate student learning require a set of standards that works within the traditional assessment frame of Higher Education, to ascertain the level at which reflective practice has been demonstrated. However, there is a paucity of tested assessment instruments that provide…

This paper reports on a trial of a new model of clinical education designed to increase student clinical placement availability and address workforce constraints on supervision. The University of Sydney deployed the Capacity Development Facilitators (CDF) in selected Sydney hospitals to work with staff to expand student clinical placement…

Professional Development Engagement (PDE) is defined as "the level of undergraduate engagement in professional development." It reflects career-related work preparation for "life after college" and is a distinct externally-focused component of student engagement (SE). The increased college retention and subsequent job placement…

Using logistic and multiple regressions, the authors investigated predictors of employment and postsecondary education outcomes of youth with autism in the Vocational Rehabilitation Program. Data were obtained from the RSA911 data set, fiscal year 2008. Findings showed that the odds of gaining employment were greater for youth who received job…

Several factors contribute to a disproportionately lower Latino participation in college education. Foremost among those factors are policies that encourage quick job placement over career development, lack of understanding of the benefits of a college degree, lower expectations for Latino students, poor financial planning, and lack of guidance. A…

The purpose of this study was to determine the predictive ability of vocational rehabilitation services for deaf and hard of hearing consumers who received college and university training. The RSA-911 database for fiscal year 2004 was analyzed to evaluate the effectiveness of 21 services in leading to competitive employment. A model predicting…

We designed an e-learning model to promote critical thinking about basic science topics in online communities of students during work placements in higher education. To determine the effectiveness and efficiency of the model we explored the online discussions in two case studies. We evaluated the quantity of the interactions by looking at…

This study assessed whether persons with spinal cord injuries who were successfully rehabilitated differed from those who were not with regard to positive and negative affect, life satisfaction, and depression. An ex post facto research design compared persons with spinal cord injuries who were previously employed with persons with spinal cord…

The authors compared 2 approaches to vocational rehabilitation for individuals with severe mental illness: the individual placement and support (IPS) model of supported employment and the diversified placement approach (DPA), which emphasizes work readiness and offers a range of vocational options, including agency-run businesses and…