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As part of the Co-Operative Education Program (CEP) under study, a Work-integrated Learning (WIL) student engagement framework is presented. The framework focusses on the effectiveness of the WIL program with real-world assessment tasks to prepare students for graduate employment. In order to evaluate the level at which the engineering graduates are work-ready, an analysis of qualitative and quantitative survey data from CQU students, employers and data from other sources was undertaken. The paper aims to discuss these issues.

WIL is an effective pedagogical strategy employed in engineering curriculum to engage students with workplace partners and engineering practices. However, little is known about the problems exist in the WIL processes including insufficient resources and support for mentoring students. On overcoming the problems, an effective collaboration between students, universities and engineering workplaces provides an enhanced engagement experience and enables students’ work-ready skills. Central Queensland University (CQU)’s Bachelor of Engineering (Honours) and Diploma of Professional Practice (Co-op) students participate in two 6-month WIL placements over the course of their university studies.

To identify the impact of the co-operative education model on graduate outcomes, an analysis of student assessment data from 2016 to 2018 showed that the student employability indicators were consistently above the national average of graduate engineering students. All areas such as knowledge base, engineering ability and professional attributes, students’ performance were rated at or above the average of a graduate engineer by employers.

As part of practice assessment, engineering workplace employers provide an evaluation of students’ performance against the Engineers Australia (EA) Stage 1 Competency Standard for Professional Engineers, involving sixteen mandatory elements in the areas of knowledge and skill base, engineering application ability, and professional and personal attributes.

In the past few months in Britain, an unprecedented interest has been shown by The Government in the promotion of new opportunities for women to enter or re‐enter the labour market in the 1990‘s. This relatively sudden renewal of interest in equal opportunities derives from the anticipated reduction of labour supply of young people in the 1990’s. As Mr. John Patten, Home Office Minister colourfully argued “a demographic time bomb (is) ticking away under employers”(1). Due to a fall in the birth rate, the number of school leavers will fall by between 20% and 25% from 1991–1995(2).

The performance analysis of top 50 management institutions of India is conducted to understand their efficiency in utilizing available resources. The importance of different indicators is investigated to identify most preferred strategies of top management institutions in the country in order to meet the expectations of all stakeholders. Artificial neural networks models are applied for pattern recognition and classification purpose using self-organized map algorithms. A huge reservoir of young generation is being trained every year to meet the demand of business in different sectors of economies. It becomes a matter of concern to know the performance of the management institutes to ensure the overall national progress, which can be done by enabling organizations to improve their efficiency and effectiveness, provided the right information and skills are served. Data envelopment analysis (DEA) and self-organizing maps are utilized together to take advantages of optimization and prediction capabilities inherent in each method, and they may be beneficial to assess institution’s competitive position and design their own strategies in order to improve. The paper aims to discuss these issues.

The DEA is used to understand the utilization of resources by institutions on the bases of efficiency scores. Due to a greater flexibility and adaptability, neural technique, i.e. self-organized map, which is an artificial intelligence-based technique, a popular unsupervised learning model with a capability to capture patterns from data sets, is used. In this study, various parameters like qualification of faculty, research output of faculty members, expenditure made for functioning of the institution, etc., are considered. These academic and operational indicators are investigated in relation to the rank score and the efficiency score of top management institutions, and different strategies as a combination of input as well as output indicators are identified.

In the analysis, three types of strategies are identified. At present, the focus on salary packages of graduates seems the most utilized strategy. It is also observed that the strategy of having good performance, in terms of consultancy, peer and employer perception, has the highest success rate (in terms of score used for ranking). Results obtained using both techniques shows that due to high deviation and less explored research publications and sponsored research project is an opportunity that institutions can work upon to have maximum output. But to maintain consistency in terms of the high rank score and efficiency score, management institutions need to focus on consultancy, peer and employer perception.

This research identifies the different parameters categorized into various inputs and outputs for the management institutions in India for the benchmarking. It studies the importance of identified parameters in terms of success (rank score and efficiency score). Further investigation of relationship between parameters and success is conducted. Different strategies as a combination of parameters are identified. The current choice of top management institutions is revealed in terms of their preference and effectiveness of strategy. This research also provides some insight about long-term and short-term strategies, which may be beneficial to education managers or decision makers.

It is one of the rare papers in terms of performance measurement through data envelopment method and identification of strategy using artificial intelligence. This paper utilized a hybrid methodology that integrates these two data analytic methods to capture an innovative performance and strategies prediction in education system.

“The supply of educated people is critical to the UK′s future vitality and prosperity. We are well behind our international competitors”. This article is taken from a recent report which is intended to aid the policy debate on the future development of higher education. Current trends in student demand for higher education and on the supply and demand for graduates are presented.

Global participation in higher education has expanded greatly since the late twentieth century. The implications for the cultural, social, and economic fabric of societies have been substantial. To explain transitions from elite to mass higher education systems, theoretical insights from Technical-functionalism, Neo-institutionalism, World Academic System, and Credentialism perspectives have been put forward. It is the contention of this paper that there are emerging and complementary factors driving steadily growing participation in “high-income” universal higher education systems. The paper aims to discuss these issues.

With reference to Ulrich Beck’s concept of the “risk society”, it is discussed how higher education participation is increasingly a response by young people (and their families) seeking to mitigate heightened instability in work and employment under a “risk regime”. Publicly available data from national and supra-national organisations are used to evidence trends and support the arguments put forward by this paper.

Participation is perceived as quasi-compulsory to “survive” amid concern that those without higher education attainment are being “left behind” in modern labour markets. This environment has contributed to more students from more diverse backgrounds viewing higher education as the only viable option to secure a livelihood regardless of rising private costs of participation and rising uncertainty over graduate employment outcomes. The expansion of higher education has therefore potentially developed a self-perpetuating dynamic as the perceived cost of non-participation escalates.

It is shown that to better understand higher education participation in “high-income” countries with universal higher education systems, one needs to consider the conceptual idea of “survivalism”, that underlines risk and the vulnerabilities of modern societies.

To examine the attitudes of small‐to‐medium enterprises (SMEs) in the UK, in order to identify obstacles to employment of marketing‐qualified graduates and devise strategies for improving the rate of graduate recruitment in the sector.

Focus groups, semi‐structured interviews and a postal questionnaire survey, yielding responses from 260 SMEs and 130 graduates, was built upon focus group discussions and semi‐structured interviews, and selectively followed up by in‐depth interviews.

There is a significant supply‐demand imbalance and a mismatch between the skills demanded by SME owner‐managers versus those taught in typical marketing syllabuses. Graduates' frame of reference is the world of big FMCG business; they do not understand the modus operandi of SMEs. Proposals are made for dealing with the resulting problems.

The sample is limited geographically and the response rate among SMEs characteristically low. A broader‐based extension of the study is indicated.

The findings provide a recipe for the redesign of syllabuses and curricula to narrow the skills identified, to educate SME owner‐managers in the benefits of employing graduates, and to stimulate graduates to take more responsibility for their own development.

Empirical research of interest to policy makers, marketing educators and small‐business leaders.