As Higher Education Institutions (HEIs) in the Kingdom of Saudi Arabia (KSA) have difficulties in monitoring their compliance with the national Quality Assurance (QA) standards, a Holistic Framework for Monitoring Quality in Higher Education Institutions using Business Intelligence Dashboards (HF-HEQ-BI) was used to address this challenge. This paper presents the development and evaluation of Business Intelligence (BI) scorecards for assessing BI dashboards within Higher Education (HE) context based on the Human-Computer Interaction (HCI) principles. It explores the implementation of a Holistic Framework for Monitoring Quality in Higher Education Institutions using Business Intelligence Dashboards (HF-HEQ-BI) in Saudi Arabian HEIs. The paper outlines the development of an evaluation tool for BI dashboards design based on the HF-HEQ-BI framework, emphasising usability, ease of learning, and user interaction as key metrics. A dashboard developed using the HF-HEQ-BI framework was assessed by a panel of experts in Quality Assurance (QA) from Saudi HEIs. The evaluation showed high usability and acceptance rates, indicating that the HF-HEQ-BI framework effectively supports the developmen
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