A model for providing emotion awareness and feedback using fuzzy logic in online learning

Monitoring users’ emotive states and using that information for providing feedback and scaffolding is crucial. In the learning context, emotions can be used to increase students’ attention as well as to improve memory and reasoning. In this context, tutors should be prepared to create affective learning situations and encourage collaborative knowledge construction as well as identify those students’ feelings which hinder learning process. In this paper, we propose a novel approach to label affective behavior in educational discourse based on fuzzy logic, which enables a human or virtual tutor to capture students’ emotions, make students aware of their own emotions, assess these emotions and provide appropriate affective feedback. To that end, we propose a fuzzy classifier that provides a priori qualitative assessment and fuzzy qualifiers bound to the amounts such as few, regular and many assigned by an affective dictionary to every word. The advantage of the statistical approach is to reduce the classical pollution problem of training and analyzing the scenario using the same dataset. Our approach has been tested in a real online learning environment and proved to have a very positive influence on students’ learning performance.Peer ReviewedPostprint (author's final draft

Assessing collaborative learning: big data, analytics and university futures

Traditionally, assessment in higher education has focused on the performance of individual students. This focus has been a practical as well as an epistemic one: methods of assessment are constrained by the technology of the day, and in the past they required the completion by individuals under controlled conditions, of set-piece academic exercises. Recent advances in learning analytics, drawing upon vast sets of digitally-stored student activity data, open new practical and epistemic possibilities for assessment and carry the potential to transform higher education. It is becoming practicable to assess the individual and collective performance of team members working on complex projects that closely simulate the professional contexts that graduates will encounter. In addition to academic knowledge this authentic assessment can include a diverse range of personal qualities and dispositions that are key to the computer-supported cooperative working of professionals in the knowledge economy. This paper explores the implications of such opportunities for the purpose and practices of assessment in higher education, as universities adapt their institutional missions to address 21st Century needs. The paper concludes with a strong recommendation for university leaders to deploy analytics to support and evaluate the collaborative learning of students working in realistic contexts

2011-2013 Connecting Consumer with Care: Grant Area Evaluation

The Blue Cross Blue Shield of Massachusetts Foundation has funded the Connecting Consumers with Care grant program consistently since 2001. The program supports community health centers and community-based organizations in helping consumers enroll in and maintain publicly subsidized health insurance coverage. The program also encourages collaborative problem solving to minimize system-level barriers and enhanced education and empowerment of consumers so that they may navigate systems of health coverage and care with decreasing dependence on grantee organizations. During the October 2011 -- September 2013 grant cycle, the Foundation funded 13 organizations across Massachusetts. While this funding period preceded the first Affordable Care Act (ACA) open enrollment period, lessons from the outreach, enrollment, and post-enrollment work of these grantees remain invaluable to efforts to connect consumers with health coverage and care both in Massachusetts and across the country.This report describes findings from the evaluation of the 2011 -- 2013 grant cycle. The aims of the evaluation were to 1) assess progress made across the grantee sites on select outreach and enrollment measures; 2) describe the practices grantees adopted to reach out to and enroll consumers in insurance, increase consumer self-sufficiency, and collaborate with other agencies to minimize barriers to care; and 3) characterize barriers experienced by grantees as they worked to meet the goals of the program

Developing lifelong learners: A novel online problem‐based ultrasonography subject

Online learning environments have a major role in providing lifelong learning opportunities. Lifelong learning is critical for successful participation in today's competitive work environment. This paper describes an online problem‐based learning approach to the creation of a student‐centred learning environment for the study of the biological sciences subject in the Graduate Diploma of Applied Science (Medical Ultrasonography) course at the University of Sydney. The environment is interactive and collaborative, with all communication taking place online. Students work in groups to study clinically relevant problems. A Web‐database system provides learner control in the process of knowledge acquisition, access to reference materials on the Internet and communication with the tutor and with peers through synchronous chat and asynchronous threaded discussion forums. Other online features include a protocol for problem‐solving, self‐assessment and feedback opportunities, detailed help, streaming audio and video and pre‐course, ongoing and post‐course questionnaires. This technology may be adapted to a range of disciplines and can also be utilized in on‐campus teaching