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In this study, the authors explore students' and industry’s perceptions about the challenges and opportunities of participating in a large-scale, non-compulsory, individual, in-person and unpaid business placement programme at an Australian university. The placement programme aims to support students' workplace transition by emphasising the development of key employability skills through reflective learning and linking theory to practice.

Utilising a case study methodology and integrating survey questionnaires, the authors collected both quantitative and qualitative data with large sample sizes.

The results highlight curriculum areas for improvement, emphasising tailored feedback to manage placement expectations and addressing employability skill strengths and weaknesses.

Recommendations include co-partnering with students to develop short, tailored and hot tip videos along with online learning modules, including the presentation of evidence-based statistics to inform students about post-programme employment prospects.

The study contributes to benchmarking good practices in non-compulsory, individual, in-person and unpaid placement pedagogy within the business education context.

With so many placement opportunities around the students in their final or prefinal year, they start to feel the strain of the season. The students feel the need to be aware of their position and how to increase their chances of being hired. Hence, a system to guide their career is one of the needs of the day.

The job role prediction system utilizes machine learning techniques such as Naïve Bayes, K-Nearest Neighbor, Support Vector machines (SVM) and Artificial Neural Networks (ANN) to suggest a student’s job role based on their academic performance and course outcomes (CO), out of which ANN performs better. The system uses the Mepco Schlenk Engineering College curriculum, placement and students’ Assessment data sets, in which the CO and syllabus are used to determine the skills that the student has gained from their courses. The necessary skills for a job position are then extracted from the job advertisements. The system compares the student’s skills with the required skills for the job role based on the placement prediction result.

The system predicts placement possibilities with an accuracy of 93.33 and 98% precision. Also, the skill analysis for students gives the students information about their skill-set strengths and weaknesses.

For skill-set analysis, only the direct assessment of the students is considered. Indirect assessment shall also be considered for future scope.

The model is adaptable and flexible (customizable) to any type of academic institute or universities.

The research will be very much useful for the students community to bridge the gap between the academic and industrial needs.

Several works are done for career guidance for the students. However, these career guidance methodologies are designed only using the curriculum and students’ basic personal information. The proposed system will consider the students’ academic performance through direct assessment, along with their curriculum and basic personal information.

Employment exchanges have been playing a significant role in the worldwide labor market for more than a hundred years now. In India, since 1946, millions of aspiring Indian youths have registered themselves with the government-run employment exchanges to find a job. About four million job seekers got registered at 1,000 employment exchanges in India, it is important to analyze the placement statistics of these exchanges. In recent years, new methods of job search have evolved. This study examines whether employment exchanges are effective in the changed scenario?

Using state-level employment exchange data for the period 2010–2011 to 2019–2020, this study analyzes the determinants of job placement at employment exchanges in India. A critical analysis of the functioning of employment exchanges along with recommendations to improve the job search ecosystem in India is also presented in the study.

This study found that increased share of service sector in the state economy negatively impacts placement at employment exchanges.

The absence of focus on the service sector requires policy intervention if Indian employment exchanges are to remain relavant.

The government administration should rethink that ignoring service sector employment potential is unaffordable for an emerging economy and employment exchanges should be aligned accordingly.

About 30 million people are unemployed in India. If employment exchanges are transformed, it can have far-reaching socio-economic advantages.

This study is the first sub-country level study on the institution of employment exchanges. This study comprehensively maps the landscape of career services in India. Empirically establishing the impact of sectoral structure of economy on efficacy of employment exchanges, and makes the case for policy intervention that is needed to keep the employment exchanges relevant in India.

The purpose of this study was to determine the extent to which students' industrial work experience scheme (SIWES) students in higher education institutions experienced a high level of engagement in workplace activities and a strong sense of affiliation with their workplace environment. The additional purpose encompassed the identification of factors that both facilitated and hindered their engagement and self-efficacy.

The data for this study were collected via a cross-sectional survey of 243 students who were undertaking the SIWES as a mandatory component of their graduation requirements. The survey was conducted at selected tertiary institutions in Nigeria.

The qualitative replies yielded valuable insights on the factors that motivated and supported participation, with self-efficacy emerging as a significant facilitator as well as a potential barrier. There is a positive association between more interactions, a professional atmosphere and self-efficacy.

The study may not comprehensively include all contextual variables that might potentially impact students' perception of belongingness and self-efficacy during the SIWES program, including the distinct industry or workplace setting.

This exploratory study analyzes SIWES students' cultural and personal affiliation. The study suggests these changes improve student performance. Engagement and belonging techniques for students, supervisors, coworkers and professionals are classified by the study. The study found that supervisors and coworkers help students at work. It underlines academics' responsibility in creating SIWES curricula that increase student confidence and active learning. According to this study, students should receive self-confidence therapy before SIWES. Self-confidence and student success and well-being need additional investigation, the report says.

This study takes a unique approach by examining belongingness and self-efficacy in the SIWES course. It examines the interdependence of these notions and the curriculum's various challenges and opportunities. By addressing these important issues, study adds to existing knowledge and lays the groundwork for future research.

Within the umbrella of technology and vocational education (TVET), technology or technical education in higher institutions of learning is obligated to produce the required manpower needed in the industry. Thus, it is pertinent to explore the interaction between the industry and higher education students. Drawing on the tenets of theory of planned behavior (TPB), this study offers valuable insights into the nomological networks of work-integrated learning (WIL), perceived behavioral control (PBC), subjective norm (SBN), personal attitude (PAT) and job search intention (JSI).

The study applied a structurally hypothesized model that was drawn from the TPB to collect data for the constructs. Using a cross-sectional survey after the WIL experiences of the students, we collected data from technology education undergraduates (N = 214) in their final academic year from universities in Nigeria.

With structural equation modeling, the study found that WIL is directly associated with JSI, PBC, SBN and PAT. In line with the tenets of the TPB, simple mediation models were supported about the influence of WIL on JSI via PBC and PAT discretely but not via SBN. Further, the results support two paths of serial mediation models, indicating sequential indirect links between WIL and JSI via SBN and PBC, as well as via SBN and PAT.

Our findings have implications for higher education practitioners, industry experts and employers of labor.

Although extant literature has relatively shown that WIL impacts employability skills, this study has remarkably shown the WIL-JSI nexuses within the variables of TPB.

The aim of this empirical research is to define blended learning (BL) in the context of tourism education and discuss its effectiveness in learning and, upon completion, the employability of graduates in due cause.

The qualitative research consists of 22 in-depth interviews with experts from the tourism industry and graduates. The sampling method was purposive (judgmental), and open-ended questions were asked in order to encourage the interviewee to be expressive and to share their views and opinions on what the impact of the BL program has been.

The study found that the most significant obstacles were a lack of funding, a lack of cooperation from the local and various levels of government and a lack of knowledge about sustainable tourism product development among local residents.

During the COVID-19 pandemic, the majority of the tourism schools and university departments have developed a combination of mixed learning to include online, classroom and sector experience, which can be summarized as BL. This research suggests that BL has provided for a blend of skills and, as a result, employable graduates.

This paper aims to critically compare the impact and preparedness for practice of two types of mental health nurse training in the UK. One being a hospital-based apprenticeship model from the 1980s; the other a university-based and more academically focussed approach from this millennium.

This autoethnographic reflective commentary describes and reviews the effectiveness of two training curricula for Registered Mental Nurse (RMN) training. The first being the certificate-level 1983 syllabus of the UK Central Council for Nursing, Midwifery and Health Visiting, which was replaced in the late 1990s by diploma and degree-level Project 2000 training of the General Nursing Council. Using a reflective narrative approach to describe the lived experience of two qualified nurses, it compares, reviews and critiques both initiatives.

The author/researchers found both benefits and negatives inherent in each model. These were grouped into five key headings, which are a sense of belonging/identity; exposure to clinical practice; differences in training modality; development of clinical management skills and clinical preparedness; and academic merit. The older curriculum lacked an academic or research base, whereas the more recent approach encouraged and enhanced this element. However, with regard to preparing the clinician/registered nurse to feel confident in addressing a range of clinical and managerial challenges, the older style training seems to deliver better outcomes. They conclude that a move towards a “middle ground” between the two models may be of benefit to future RMN preparation.

This study reports on the experience of two registered nurses. Therefore, the sample size is small. However, autoethnography is acknowledged as an effective means of delivering qualitative research; in addition, the authors access and use material from the wider literature to triangulate and critique their approach. This paper adds to the literature but also allows for duplication by others to further test the findings.

This type of study provides an opportunity for others to review, compare and contrast nursing or other multi-discipline changes in training/curriculum. The research method is one that is transferable and can be used within areas of practice, which have resource limitations. It provides an opportunity to replicate it in other services or jurisdictions.

Nursing in the UK has experienced significant change over the past four decades. For RMNs, the move from hospitals into the community has been transformational. In addition, the influence of higher academic standards and the influence of the recent pandemic have challenged the profession and individuals within it. This study demonstrates positive and negative elements of the dilemma faced by nurses and offers a further contribution to this area.

There are a number of academic papers, media stories, statutory reports and guidance that explore the impact of changes within nurse training. This paper uses a first person autoethnographic study of the impact and effectiveness of these changes at a human level, the nurse on the ground. It uses the ward medicine keys as the vehicle to represent the huge responsibility that newly qualified nurses must face; this is not widely represented elsewhere in the literature!

The purpose of this research is to present an integrated methodological framework to aid in performance stewardship of management institutions according to their strategies based on a holistic evaluation encompassing social, economic and environmental dimensions.

A Mamdani fuzzy inference system (FIS) approach was adopted to design the quantitative models with respect to balanced scorecard (BSC) perspectives to demonstrate dynamic capability. Individual models were developed for each perspective of BSC using Mamdani FIS. Data was collected from subject matter experts in management education.

The proposed methodology is able to successfully compute the scores for each perspective. Effective placement, teaching learning process, faculty development and systematic feedback from the stakeholders were found to be the key drivers for revenue generation. The model is validated as the results were well accepted by the head of the institution after implementation.

The model resulting from this study will assist the institution to cyclically assess its performance, thus enabling continuous improvement. The strategy map provides the causality of the objectives across the four perspectives to aid the practitioners to better strategize. Also this study contributes to the literature of BSC as well to the applications of multi-criteria decision-making (MCDM) techniques.

Mamdani FIS integrated BSC model is a significant contribution to the academia of management education to quantitatively compute the performance of institutions. This quantified model reduces the ambiguity for practitioners to decide the performance levels for each metric and the priorities of metrics.

Medical schools aspire to graduate doctors who are competent in interpreting, conducting and publishing scientific research. Hence, the purpose of the paper is explore the impact of a structured compulsory community-oriented, project-based research program in the undergraduate medical curriculum on medical graduates’ future careers, publications and motivation for scientific research.

An online questionnaire was sent through the Alumni Association of the Arabian Gulf University (AGU) to medical graduates who have valid email addresses, seeking information on their scientific productivity along with demographic and current employment data. Responses were collated and analyzed using a standard statistical software package. The chi-square test and p-value were calculated. P-value <0.05 was considered statistically significant.

Completed forms were received from 91 medical graduates. In this sample, almost a quarter of the respondents have published a research paper out of their undergraduate research project, and about 50% have published at least one paper (as main or co-author) after graduation. Both demographic and medical specialty was not related to the doctor's perception of the benefits they have attained from the compulsory undergraduate research program. However, medical graduates who are at senior levels in their medical careers and those who are employed in secondary healthcare are significantly more likely to publish research papers.

The compulsory community-oriented, project-based research program in AGU has positively contributed to the research productivity of graduates, and it would be worthwhile to include such programs as an integral part of the undergraduate medical curriculum.

District-university partners increasingly rely on “grow-your-own” licensure programs to address teacher shortages. Because vacancies in special education represent a chronic issue, our district-university partnership developed LEAP – the Licensed Educators’ Accelerated Pathway, successfully preparing 26 paraprofessionals as special education teachers (SEs). We describe a model university-district partnership in which we collaborated to design and implement paraprofessionals’ SE licensure program.

In this general review, we describe a district-university partnership collaboration that resolved barriers experienced by paraprofessionals working toward licensure in special education (Essential #4, Reflection and Innovation). The specialized design and partnership solutions were grounded in SE preparation research literature.

25 (28 entered the program and 25 completed) paraprofessionals from one large urban and several regional districts completed special education licensure through LEAP. Slightly more than half of LEAP participants were Black or Hispanic (see Table 1), contributing to the diversification of SE workforce. University-district partnership was successful in designing and delivering a program that allowed participants: a) to remain employed, b) attend evening classes in their geographic region or online, c) complete all field experiences in sponsoring districts (Essential #2) and d) receive concierge advising from a “completion coach.” We describe solutions to barriers experienced by paraprofessionals and advocate for district-university collaboration to address chronic teacher shortages.

Limitations include lack of data on success of program completers during their first year of teaching as they began this work in Fall 2023. Further, because the participating district was large and urban, generalization of program details for small and rural districts is difficult.

Practical tips for developing grow-your-own special education licensure programs are providing. Detailed descriptions of barriers candidates experienced and ways the district-university partners resolved these issues are included. Programs like the one described has the potential to positively impact teacher pipeline issues.

The program described provided highly-trained teachers to fill chronic vacancies in special education in three participating districts/agencies. Because students receiving special education services are at risk for school failure and are disproportionately impacted by teacher turnover, addressing this area through grow-your-own licensure programs represents a diversity, equity and inclusion initiative. Further, upskilling diverse paraprofessionals to licensed teacher roles represent an economic boost, which they might not otherwise have achieved.

Available research literature signals alarm over persistent teacher shortages in hard-to-staff districts and lack of diversity in the teacher workforce, but few published accounts describe successful programs. Partner collaboration fostered a re-imagining of course formatting and delivery to accommodate adult learners, avoiding problems often reported with alternative programs.