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Abstract

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A Machine Learning, Artificial Intelligence Approach to Institutional Effectiveness in Higher Education
Type: Book
ISBN: 978-1-78973-900-8

Article
Publication date: 2 January 2018

Orana Sandri, Sarah Holdsworth and Ian Thomas

The purpose of this paper is to highlight both the need for measurement of graduate capabilities post-degree completion and the challenges posed by such a task. Higher education…

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Abstract

Purpose

The purpose of this paper is to highlight both the need for measurement of graduate capabilities post-degree completion and the challenges posed by such a task. Higher education institutions provide an important site of learning that can equip future professionals with capabilities to manage and respond to complex sustainability challenges in their careers. Measurement of graduate uptake and application of sustainability capabilities is an important part of advancing sustainability curriculum and pedagogy to educate the twenty-first century sustainability capable graduates.

Design/methodology/approach

This paper explores the nature of capabilities and reviews existing approaches to capability assessment.

Findings

The nature of capabilities and their assessment post-degree completion pose a number of challenges for the development of assessment and measurement tools, which is why sustainability capability assessment methods are deserving of specific research attention.

Research limitations/implications

The assessment and application of capability in graduates’ professional contexts are an important part of closing the loop between learning and teaching in higher education and professional application of this learning. It is imperative that more research be undertaken on the methodology of graduate assessment, given the need to understand graduate learning outcomes as they apply in professional settings for graduate employability, promoting sustainability and developing effective sustainability pedagogy.

Practical implications

Given that there is significant overlap between employability skills, generic graduate attributes and sustainability capabilities, this paper has relevance beyond the measurement of sustainability capability to the measurement of uptake and professional application of generic capabilities more broadly.

Social implications

The measurement of graduate capability offers potential to enhance learning for sustainability. Measurement of graduate capabilities is a critical part of closing the loop between workplace expectations, graduate learning outcomes, learning and teaching and curriculum development during degree programs.

Originality/value

The review provided in this paper highlights a critical gap in research on methodologies to undertake measurement of workplace application of graduate capability. The paper explores considerations for measurement of graduate learning outcomes, specifically the difference between measuring competencies, skills and capability and the necessity for the measurement of the latter in the context of sustainability education for future professionals.

Details

International Journal of Sustainability in Higher Education, vol. 19 no. 1
Type: Research Article
ISSN: 1467-6370

Keywords

Open Access
Article
Publication date: 12 August 2022

Hesham El Marsafawy, Rumpa Roy and Fahema Ali

This study aims to identify the gap between the requirements of the accreditation bodies and the widely used learning management systems (LMSs) in assessing the intended learning

1450

Abstract

Purpose

This study aims to identify the gap between the requirements of the accreditation bodies and the widely used learning management systems (LMSs) in assessing the intended learning outcomes (ILOs). In addition, this study aims to introduce a framework, along with the evaluation of the functionality of the LMS, for measuring the ILO.

Design/methodology/approach

A qualitative method was deployed to examine the gap between the requirements of the accreditation standards and the LMS functionalities. The researchers collaborated to design a mechanism, develop a system architecture to measure the ILO in alignment with the accreditation standards and guide the development of the Moodle plugin. The appropriateness and effectiveness of the plugin were evaluated within the scope of assessment mapping and design. Focus group interviews were conducted to collect feedback from the instructors and program leaders regarding its implementation.

Findings

The results of this study indicate that there is no standardized mechanism to measure course and program ILO objectively, using the existing LMS. The implementation of the plugin shows the appropriateness and effectiveness of the system in generating ILO achievement reports, which was confirmed by the users.

Originality/value

This study proposed a framework and developed a system architecture for the objective measurement of the ILO through direct assessment. The plugin was tested to generate consistent reports during the measurement of course and program ILO. The plugin has been implemented across Gulf University’s program courses, ensuring appropriate reporting and continuous improvement.

Details

Quality Assurance in Education, vol. 30 no. 4
Type: Research Article
ISSN: 0968-4883

Keywords

Article
Publication date: 1 April 1999

Natalie Buckmaster

Outcome measurement procedures have been advocated recently as a means of eliciting better accountability and more effective program evaluation by non‐profit organisations. The…

6062

Abstract

Outcome measurement procedures have been advocated recently as a means of eliciting better accountability and more effective program evaluation by non‐profit organisations. The principal benefits of utilising these techniques have not been appreciated widely, thwarting more widespread application. This paper analyses those benefits with a view to encouraging non‐profit organisations to embrace the opportunity to promote organisational learning.

Details

International Journal of Public Sector Management, vol. 12 no. 2
Type: Research Article
ISSN: 0951-3558

Keywords

Book part
Publication date: 29 January 2021

Robin Goldberg and Vicki Chandler

There is strong agreement among educators at universities and colleges worldwide about the importance of assessing and measuring student learning. Yet, putting those best…

Abstract

There is strong agreement among educators at universities and colleges worldwide about the importance of assessing and measuring student learning. Yet, putting those best intentions into practice can be daunting within existing institutions. At Minerva, we had the luxury of starting a new college from scratch. We designed the institution to deliver specific student outcomes, and built all the operating practices and systems needed to support faculty and students in this pursuit. In this chapter, we share how Minerva defined what we teach, how we teach, and how our practices enable us to measure whether our students are indeed achieving the outcomes we had intended for them. We hope you might be inspired by learning about our approach, as we do believe that much of what we have put into place can be incorporated by other institutions to help their students achieve their learning outcomes.

Details

Learning Gain in Higher Education
Type: Book
ISBN: 978-1-83867-280-5

Keywords

Abstract

Details

A Machine Learning, Artificial Intelligence Approach to Institutional Effectiveness in Higher Education
Type: Book
ISBN: 978-1-78973-900-8

Book part
Publication date: 29 January 2021

Olga Zlatkin-Troitschanskaia and Miriam Toepper

This chapter outlines the challenges that research and practice in higher education have faced in measuring students' competences and learning outcomes. Particular attention is…

Abstract

This chapter outlines the challenges that research and practice in higher education have faced in measuring students' competences and learning outcomes. Particular attention is given to the systematic and institutional contexts in Germany. Based on the outlined national and international contextual framework, the Germany-wide program “Modeling and Measuring Competences in Higher Education (KoKoHs)” is discussed in terms of its two central working stages, key outcomes and lessons learned. In particular, the central results of the second phase are presented for the first time and integrated into the current state of international research. Based on this analysis, perspectives for further research on student learning in higher education and implications for practice and policy are derived.

Article
Publication date: 6 July 2021

Chonlatis Darawong and Ani Widayati

The purpose of this article is to compare Thai students with Indonesian students in regard to the impact of four service quality dimensions on student satisfaction and the learning

Abstract

Purpose

The purpose of this article is to compare Thai students with Indonesian students in regard to the impact of four service quality dimensions on student satisfaction and the learning outcomes of online courses.

Design/methodology/approach

Samples were 352 Indonesian and 380 Thai students who were in bachelor's degree programmes and experienced online course services.

Findings

For Thai samples, however, the strongest dimension of service quality affecting student satisfaction is reliability, followed by responsiveness and competence, accordingly. For Indonesian samples, the strongest effect service quality dimension affecting student satisfaction is empathy, followed by responsiveness, competence and reliability.

Research limitations/implications

First, the sample consisted of online course students from two countries, Thailand and Indonesia. The findings may not be generalized to other countries where teaching and learning cultures are largely different. Second, four service quality dimensions were examined for their influence on student satisfaction, which consequently affects learning outcomes.

Practical implications

Firstly, instructors should strictly follow what they promise to their students. Secondly, a communication network should be developed to minimize possible misunderstandings. Thirdly, faculty administrations should provide training programmes for online instructors to enhance their competence. Lastly, online instructors need appropriate support mechanisms for technical issues and mishaps that students may face in technology-enhanced learning environments.

Originality/value

This study performs an original survey conducted in Thailand and Indonesia and reports the results based on the data analysis and the interpretation of research findings.

Details

Journal of Applied Research in Higher Education, vol. 14 no. 4
Type: Research Article
ISSN: 2050-7003

Keywords

Book part
Publication date: 29 January 2021

Malcolm Tight

This chapter provides a review of existing research on learning gain and related topics in higher education. The methodology adopted is a form of systematic review. The origins…

Abstract

This chapter provides a review of existing research on learning gain and related topics in higher education. The methodology adopted is a form of systematic review. The origins and meaning of learning gain, and its relation to similar terms, are discussed. The ways in which learning gain has been applied in practice and in research are considered. The issues raised by this practice and research are examined, and the various criticisms made are reviewed. Some conclusions are then drawn.

Details

Learning Gain in Higher Education
Type: Book
ISBN: 978-1-83867-280-5

Keywords

Article
Publication date: 3 July 2017

Yue Zhao, Jenny M.Y. Huen and Michael Prosser

Hong Kong has undergone extensive curriculum reform and shifted from a three-year to a four-year university system. With a nuanced look at the impact of the curriculum reform, the…

Abstract

Purpose

Hong Kong has undergone extensive curriculum reform and shifted from a three-year to a four-year university system. With a nuanced look at the impact of the curriculum reform, the purpose of the present study was to compare two concurrent cohorts by examining the extent to which the students in each cohort perceived their learning environment and learning outcomes differently and to what extent their perceptions differed.

Design/methodology/approach

A sample of 3,102 first-year students enrolled at a Hong Kong university responded to the student learning experience questionnaire (SLEQ). The perceived learning experiences between the two cohorts were tapped through several latent factors and validated through tests of measurement invariance. Latent mean differences were then compared. A multiple-group confirmatory factor analysis approach was used.

Findings

The findings suggested that measurement invariance of the scales of the SLEQ was established and that the two cohorts of students perceived largely similar learning experiences. The latent mean differences were statistically significant on the scales of feedback from teacher, clear goals and standards, personal integrity and ethics, intercultural competence, global perspective and civic commitment.

Practical implications

The results facilitate the understanding of perceived student learning experiences with evidence-based implications for enhancing student learning experiences and refining the four-year curriculum under the new curriculum reform conditions.

Originality/value

This is the first institution-wide study that compares student learning experiences of two concurrent cohorts under curriculum reform initiatives of Hong Kong. It provides a meaningful and pertinent example for educators and researchers worldwide to analyze the impact of curriculum reform from the perspective of students’ perceived learning experiences. Similar studies adopting rigorous approaches in the measurement of students’ perceived learning experiences are relatively rare in higher education. Such efforts are encouraged for accountability and quality improvement purposes.

Details

Quality Assurance in Education, vol. 25 no. 3
Type: Research Article
ISSN: 0968-4883

Keywords

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