The objective of this work is to predict the employment rate of students based on the information in the SSM (student status management) in colleges and universities. Firstly, the relevant content of SSM is introduced. Secondly, the BP (Back Propagation) neural network, the LM (Levenberg Marquardt) algorithm, and the BR (Bayesian Regularization)…

In this article, we demonstrate the potential of machine learning approaches as inductive analytic tools for expanding our current evidence base for policy making and practice that affects people with intellectual and developmental disabilities (IDD). Using data from the National Core Indicators In-Person Survey (NCI-IPS), a nationally validated…

Workforce planning is prevalent and recognized as a good strategic practice in many organizations. However, business students may have little experience with workforce planning or workforce analytics. The purpose of this article is to present a workforce planning exercise for use in a face-to-face or online classroom setting. In this exercise,…

The European labour market is challenged by changes in the demographic composition of the labour force and increasing work complexities and processes. Skills forecasting makes useful contribution to decisions by policy-makers, experts and individuals. In this publication, Cedefop presents the latest results of skills supply and demand forecasts.…

The main findings of Cedefop's latest skill demand and supply forecast for the European Union (EU) for 2010-20, indicate that although further economic troubles will affect the projected number of job opportunities, the major trends, including a shift to more skill-intensive jobs and more jobs in services, will continue. Between 2008 and 2010…

Drawing on previous research linking patterns of adolescent employment--defined in terms of duration and intensity--to educational and occupational outcomes later in life (Staff & Mortimer, 2008), the present study (a) examined positive social behavior and academic variables as longitudinal predictors of patterns of adolescent employment…

Economic theories predict that women are more likely to exit the labor force if their partners' earnings are higher and if their own wage rate is lower. In this article, I use the National Longitudinal Survey of Youth (N = 2,254) and discrete-time event-history analysis to show that wives' relative wages are more predictive of their exit than are…

Are children's statements about their futures related to outcomes in middle age? In 1966 almost 13,500 children ages 12-13 were asked whether they thought their futures would be worse, similar or better as compared to others of their own age. It was shown that children with low, and surprisingly high, expectations did suffer from increased…

This study uses longitudinal data from the Oregon Youth Study (OYS) to examine prospective effects of juvenile arrests and of early versus late onset of juvenile offending on two labor market outcomes by age 29 or 30 years. It was expected that those with more juvenile arrests and those with an early onset of offending would show poorer outcomes…

Going directly from high school to college is not possible for everyone. Many who go to college will not do so straight out of high school, and many more need to work to pay for college. Good jobs for people without college degrees certainly still exist, although they are on a steady decline as computers and related technology take over routine…

Despite alarming predictions, the worklife expectations of America's "baby boom" generation may not be much different from those of other age cohorts. Besides demography, factors like technological change, industrial structures, and methods of management have a great influence on job availability. Employment trends remain difficult to…

Criticizes the conclusions and analyses of an earlier paper (EJ 036 385) and concludes that the problem (apparent oversupply of Ph.D.'s) is one of political allocation of resources and not one of too many people with too much education. (AL)

Recently, high unemployment and a high perceived rate of technological change have created interest in work-sharing. Definitions of different types of work-sharing and theoretical and practical issues related to work-sharing are covered. Work-sharing is not necessarily a panacea, but it does show the potential to help. (Author/IS)

Describes a staffing matrix that provides a concise summary making it possible to compare race and sex groups on any staffing action. (Author/IRT)