title: WEKA machine learning project: cow culling

authors: De War, Rhys

subjects: computer science

abstract: This report describes an investigation into the application of machine learning tools in the area of agricultural database information. The Weka workbench is a set of machine learning software tools with a common data input and operation interface which has been developed by a research team at the University of Waikato, Department of Computer Science. An extract of a database containing information on dairy cows was processed by various tools in the Weka workbench over a three month period in early 1994.

text: WEKA machine learning project: cow culling This report describes an investigation into the application of machine learning tools in the area of agricultural database information. The Weka workbench is a set of machine learning software tools with a common data input and operation interface which has been developed by a research team at the University of Waikato, Department of Computer Science. An extract of a database containing information on dairy cows was processed by various tools in the Weka workbench over a three month period in early 1994.

year: 1994-07

title: Definitions and models of statistical literacy: a literature review

authors: Sharma, Sashi

abstract: Despite statistical literacy being relatively new in statistics education research, it needs special attention as attempts are being made to enhance the teaching, learning and assessing of this sub-strand. It is important that teachers and researchers are aware of the challenges of teaching this literacy. In this article, the growing importance of statistics in today’s information world and conceptions and components of statistical literacy are outlined. Frameworks for developing statistical literacy from research literature are considered next. Examples of tasks used in statistics education research are provided to explain the levels of thinking. Strengths and weaknesses of the frameworks are considered. The article concludes with some implications for teaching and research.

text: Definitions and models of statistical literacy: a literature review Despite statistical literacy being relatively new in statistics education research, it needs special attention as attempts are being made to enhance the teaching, learning and assessing of this sub-strand. It is important that teachers and researchers are aware of the challenges of teaching this literacy. In this article, the growing importance of statistics in today’s information world and conceptions and components of statistical literacy are outlined. Frameworks for developing statistical literacy from research literature are considered next. Examples of tasks used in statistics education research are provided to explain the levels of thinking. Strengths and weaknesses of the frameworks are considered. The article concludes with some implications for teaching and research.

year: 2017

title: Whāingaroa/Raglan and positive youth development - Community-driven youth support in Whāingaroa: A case study of the Whāingaroa Youth Work Collective

authors: Semeraro, Gianluca

abstract: This research explores the development and impact of community-driven youth support in Whāingaroa, a rural community in Aotearoa/New Zealand, through an in-depth examination of a local youth work collective. By employing a qualitative, participatory research methodology, the study investigates the complex dynamics of youth empowerment, community engagement, and cultural responsiveness within a unique local context.

The study traces the evolution of the Whāingaroa Youth Work Collective (WYWC) from its inception to its status as a structured community organization. Data collection spanned two years, encompassing six WYWC collective meetings and three focus groups with key collective members. Through ethnographic observations and collaborative research methods, the study illuminates the processes of youth development and community support emerging from grassroots, volunteer-driven initiatives. Thematic analysis was employed to analyse the data, which was categorized into two primary themes: (1) the collective's purpose and operational methodology, and (2) necessary future steps to address gaps in local youth support. These themes were analysed in relation to two research questions:

•	How can Whāingaroa/Raglan services support youth at a community-based level?
•	What initiatives could be implemented to foster positive youth development in the future?

The findings are presented in two main sections. The first examines the collective's strategy, operational framework and current initiatives demonstrating the effectiveness of locally-based youth support. The second explores the collective's aspirations for future initiatives, specifically focusing on two key proposals: establishing a full-time youth connector position and developing a community youth hub.

 Key findings demonstrate the transformative potential of volunteer-driven, culturally responsive youth support strategies. The research highlights the importance of contextual understanding, community ownership, and holistic approaches to youth development. Particularly significant is the model's ability to navigate the bicultural landscape of Aotearoa, providing a nuanced approach that respects both indigenous and contemporary cultural frameworks.

Theoretically grounded in Positive Youth Development (PYD) frameworks and indigenous cultural perspectives, the research bridges Western psychological approaches with local cultural understanding. The study reveals how a community-centric model of youth support can effectively address the complex needs of rural youth, emphasizing cultural identity, collective empowerment, and local knowledge.

The study contributes to broader discussions on youth support, community development, and cultural resilience. It challenges traditional, standardized intervention models by showcasing the effectiveness of locally embedded, flexible support strategies. The research provides valuable insights for community organizations, policymakers, educational institutions, and social service providers seeking innovative approaches to youth engagement.
Further, the findings offer a replicable framework for understanding and supporting youth development in rural contexts, with broader implications for community support strategies that prioritize local knowledge, cultural responsiveness, and collective empowerment.

Ultimately, the research presents a compelling argument for understanding youth development as a collaborative, contextually embedded process. It demonstrates that meaningful community support emerges from within, driven by local aspirations, cultural understanding, and collective investment in young people's potential.

text: Whāingaroa/Raglan and positive youth development - Community-driven youth support in Whāingaroa: A case study of the Whāingaroa Youth Work Collective This research explores the development and impact of community-driven youth support in Whāingaroa, a rural community in Aotearoa/New Zealand, through an in-depth examination of a local youth work collective. By employing a qualitative, participatory research methodology, the study investigates the complex dynamics of youth empowerment, community engagement, and cultural responsiveness within a unique local context.

The study traces the evolution of the Whāingaroa Youth Work Collective (WYWC) from its inception to its status as a structured community organization. Data collection spanned two years, encompassing six WYWC collective meetings and three focus groups with key collective members. Through ethnographic observations and collaborative research methods, the study illuminates the processes of youth development and community support emerging from grassroots, volunteer-driven initiatives. Thematic analysis was employed to analyse the data, which was categorized into two primary themes: (1) the collective's purpose and operational methodology, and (2) necessary future steps to address gaps in local youth support. These themes were analysed in relation to two research questions:

•	How can Whāingaroa/Raglan services support youth at a community-based level?
•	What initiatives could be implemented to foster positive youth development in the future?

The findings are presented in two main sections. The first examines the collective's strategy, operational framework and current initiatives demonstrating the effectiveness of locally-based youth support. The second explores the collective's aspirations for future initiatives, specifically focusing on two key proposals: establishing a full-time youth connector position and developing a community youth hub.

 Key findings demonstrate the transformative potential of volunteer-driven, culturally responsive youth support strategies. The research highlights the importance of contextual understanding, community ownership, and holistic approaches to youth development. Particularly significant is the model's ability to navigate the bicultural landscape of Aotearoa, providing a nuanced approach that respects both indigenous and contemporary cultural frameworks.

Theoretically grounded in Positive Youth Development (PYD) frameworks and indigenous cultural perspectives, the research bridges Western psychological approaches with local cultural understanding. The study reveals how a community-centric model of youth support can effectively address the complex needs of rural youth, emphasizing cultural identity, collective empowerment, and local knowledge.

The study contributes to broader discussions on youth support, community development, and cultural resilience. It challenges traditional, standardized intervention models by showcasing the effectiveness of locally embedded, flexible support strategies. The research provides valuable insights for community organizations, policymakers, educational institutions, and social service providers seeking innovative approaches to youth engagement.
Further, the findings offer a replicable framework for understanding and supporting youth development in rural contexts, with broader implications for community support strategies that prioritize local knowledge, cultural responsiveness, and collective empowerment.

Ultimately, the research presents a compelling argument for understanding youth development as a collaborative, contextually embedded process. It demonstrates that meaningful community support emerges from within, driven by local aspirations, cultural understanding, and collective investment in young people's potential.

year: 2025