This quantitative study investigates the predictive power of machine learning (ML) models on degree completion among adult learners in higher education, emphasizing the enhancement of data-driven decision-making (DDDM). By analyzing three ML models - Random Forest, Gradient-Boosting machine (GBM), and CART Decision Tree - within a not-for-profit,…

This study investigated the ability of the demographic and the affective variables to predict the adult learners' decision to continue ESOL courser. 278 adult learners, enrolled on ESOL course at FLS institution in Istanbul, Turkey, participated in the study. The result showed that the continued or dropped out groups, demonstrated statistical…

The expansion and diversification of postsecondary education in the United States has led to greater options for students and prospective students for pursuing a college degree. With the roll out and scale up of sophisticated education technology systems, an important trend in higher education today is distance education. Despite the growing…

Most decision analysis techniques are not taught at higher education institutions. Leaders, project managers and procurement agents in industry have strong technical knowledge, and it is crucial for them to apply this knowledge at the right time to make critical decisions. There are uncertainties, problems, and risks involved in business…

Millions of adults in the United States lack the necessary literacy skills for most living wage jobs. For students from adult learning classes, we used a lexical decision task to measure their knowledge of words and we used a decision-making model (Ratcliff's, 1978, diffusion model) to abstract the mechanisms underlying their performance from…

In preparation for the next National Household Education Survey (NHES), the conceptual frameworks of participatory behavior and methods used by other researchers to study factors promoting or inhibiting participation were examined. The following items were reviewed: the adult education (AE) barriers questions included on the 1991 and 1995 editions…

Examined the persistence of students (n=937), 24 years of age or older, studying in two- and four-year degree programs by combining data from a survey questionnaire and institutional records. The structural equation model of Cabrera et al. (1993) was adapted for this older population, with identification of three additional variables: career…

A descriptive model is proposed to describe the path of adult problem solving and thinking that leads to reentry into college, retention, and eventual completion of a college degree. Intrinsic and extrinsic facilitators and inhibitors to degree completion, theories of motivation, and persistence are explored. (SLD)

These proceedings contain the papers of the 11th International Conference on Cognition and Exploratory Learning in the Digital Age (CELDA 2014), October 25-27, 2014, which has been organized by the International Association for Development of the Information Society (IADIS) and endorsed by the Japanese Society for Information and Systems in…

Describes an assessment model as applied in an English for academic purposes, pre-university English as a Second Language writing program that allows teachers to set standards while promoting learner self- and peer-assessment. Points out that this model encourages learner control while keeping performance-based standards at desirable levels. (13…

A model was developed of the choice-making behavior of students participating in postsecondary occupational education. The model was estimated empirically with data from a national survey of public or nonprofit institutions that offer such education, conducted in spring 1987. The survey involved 432 institutions and 3,330 students. Data were…

This monograph focuses on adult education programs and (1) why needs assessment is necessary, (2) how to assess needs, (3) how to assess the needs of special groups, and (4) how to assess program needs. In the first of four sections the administrator's role is described, and the term "needs" is defined. Models are proposed for individual and…

This guide for developing programs for adult learners is called "interactive" because it involves cooperation among planners, organizational sponsors, and program participants. The following are among the topics covered in the guide's 14 chapters: understanding the program planning enterprise (who plans programs and how); using the interactive…

Researchers used cross-sectional survey research to reexamine the problem of adult persistence within undergraduate degree programs. They identified a variable--perceived stress--that permitted a richer explanation of the process of student persistence. A model was presented that examined the attitudinal and behavioral impacts of unmet need,…

This document presents information concerning a project to research and develop strategies to increase participation in adult community education (ACE) by Australian adults from language backgrounds other than English. Sections 1-3 describe the major project activities, which were as follows: literature review, compilation of model programs…