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This paper aims to investigate the impact of halal awareness on the relationship between halal supply chain knowledge and purchase intention for halal meat products in the millennial generation.

The quantitative approach with the respondents of 177 millennial generations in Indonesia is selected to understand the relationships between variables. Structural equation model-partial least square is used to analyze the relationship between variables.

The findings of this study found that the purchase intention of halal products in the millennial generation is influenced by several factors such as halal supply chain knowledge, halal certification and logo and religious beliefs. However, the results of this study also show that concern for halal products failed to moderate the relationship between these three main variables on the purchase intention of halal products.

This study provides insights into the concern that strengthens the relationship between the main variables on the intention to purchase halal meat products for the millennial generation.

This systematic literature review aims to identify the pattern of data mining (DM) research by looking at the levels and aspects of education.

This paper reviews 113 conference and research papers from well-known publishers of educational data mining (EDM) and learning analytics-related research using a recognized literature review in computer science by Carrera-Rivera et al. (2022a). Two major stages, planning and conducting the review, were used. The databases of Elsevier, Springer, IEEE, SAI, Hindawi, MDPI, Wiley, Emerald and Sage were searched to retrieve EDM papers from the period 2017 to 2023. The papers retrieved were then filtered based on the application of DM to the three educational levels – basic, pre-tertiary and tertiary education.

EDM is concentrated on higher education. Basic education is not given the needed attention in EDM. This does not enhance inclusivity and equity. Learner performance is given much attention. Resource availability and teaching and learning are not given the needed attention.

This review is limited to only EDM. Literature from the year 2017 to 2023 is covered. Other aspects of DM and other relevant literature published in EDM outside the research period are not considered.

As the current trend of EDM shows an increase in zeal, future research in EDM should concentrate on the lower levels of education to identify the challenges of basic education which serves as the core of education. This will enable addressing the challenges of education at an early stage and facilitate getting a quality education at all levels of education. Appropriate EDM techniques for mining the data at this level should be the focus of the research. Specifically, techniques that can cater for the variation in learner abilities and the appropriate identification of learner needs should be considered.

Content sequencing is necessary in facilitating an easy understanding of concepts. Curriculum design from basic to higher education dwells much on this. Identifying the challenge of learning at the early stages will facilitate efficient learning. At the basic level of learning, data on learning should be collected by educational institutions just as it is done at the tertiary level. This will enable EDM to accurately identify the challenges and appropriate solutions to educational problems. Resource availability is a catalyst for effective teaching and learning. The attributes of a learner will enable knowing the true nature of the learner to determine the prospects of the learner.

This research has not been published in any journal. The information presented is the original knowledge of the authors. However, a pre-print of the work is in Research Square.

This study aims to propose a framework for Halal Food Sustainable Traceability, with the purpose of investigating the implementation of traceability and sustainability within organizations operating in the halal food industry as well as exploring the impact of these practices on organizational performance. This study examines the meat processing sector in Indonesia, focusing on medium to large-scale industrial operations. The rationale for this investigation stems from Indonesia’s substantial potential in the competitive worldwide halal food industry.

The research framework has been developed by an extensive review of relevant literature, with a specific emphasis on the cycle of the halal food sustainable traceability framework. This cycle encompasses four key stages, including the roles played by authorities, the process of standardization, the implementation phase and the importance of collaboration. The study analyses and validates data using partial least square-structural equation modeling and empirically tests the theoretical framework using 109 Indonesian halal food industry data.

The research identifies potential obstacles and difficulties that may arise during different phases of the halal food sustainable traceability framework. Concerns regarding authority, standardization, implementation and collaboration are among these. In addition, strategies for overcoming these obstacles are deliberated upon, including knowledge sharing, transparency, ongoing reporting and strategic collaboration.

The present study introduces a Halal Sustainable Traceability Framework that incorporates the principles of halal, traceability, sustainability and their effects on organizational performance. This study offers significant perspectives on the difficulties and resolutions pertaining to the traceability and sustainability of halal food in Indonesia.