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Arts-integration is a promising approach to building students’ abilities to create and critique arguments with data, also known as informal inferential reasoning (IIR). However, differences in disciplinary practices and routines, as well as school organization and culture, can pose barriers to subject integration. The purpose of this study is to describe synergies and tensions between data science and the arts, and how these can create or constrain opportunities for learners to engage in IIR.

The authors co-designed and implemented four arts-integrated data literacy units with 10 teachers of arts and mathematics in middle school classrooms from four different schools in the USA. The data include student-generated artwork and their written rationales, and interviews with teachers and students. Through maximum variation sampling, the authors identified examples from the data to illustrate disciplinary synergies and tensions that appeared to support different IIR processes among students.

Aspects of artistic representation, including embodiment, narrative and visual image; and aspects of the culture of arts, including an emphasis on personal experience, the acknowledgement of subjectivity and considerations for the audience’s perspective, created synergies and tensions that both offered and hindered opportunities for IIR (i.e. going beyond data, using data as evidence and expressing uncertainty).

This study answers calls for humanistic approaches to data literacy education. It contributes an interdisciplinary perspective on data literacy that complements other context-oriented perspectives on data science. This study also offers recommendations for how designers and educators can capitalize on synergies and mitigate tensions between domains to promote successful IIR in arts-integrated data literacy education.

This chapter explores middle leadership identity through the real-world accounts of how two middle leaders construct and develop their leadership identity and how this impacts the way their middle leadership is practiced. Leadership identity, an internal narrative of oneself as a leader which is practised professionally in context, represents a concept that is best understood as being unique to an individual, enduring over time, and a consequence of human experiences. Middle leadership is often the first promotion for teachers from teacher to leader and, as such, how middle leaders perceive themselves as a leader and how this formative process of leadership identity underpins middle leaders’ practices can make a significant impact on a leader’s decision making, professional relationships, behaviours, and actions. This chapter is co-authored by two researchers and two middle leaders with the intention of understanding middle leader identity development and its influence on middle leadership practices. Using interviews, middle leaders’ stories of identity were co-composed and re-storied to construct each middle leader’s narrative. This chapter concludes with a discussion on the influences of identity for middle leaders and considerations for leadership development.

This study aims to construct a mental health service system for middle school students in the post-COVID-19 era with the framework of Six Sigma DMAIC (define, measure, analyze, improve and control) and analyze the influencing factors of the mental health service system to study the implementation strategies of quality-oriented mental health services in middle schools.

This study was conducted in Tianjin, China, from September to November 2022, and 350 middle school students from Tianjin Public Middle School were selected as subjects. A questionnaire survey was used to collect data. In this study, the Six Sigma DMAIC method, sensitivity analysis method, exploratory factor analysis and principal component analysis were used to analyze the mental health services provided to middle school students.

Based on the Six Sigma DMAIC framework, this study indicates that the contribution rate of the mental health service process factor is the largest in the post-COVID-19 era. The mental health cultivation factor ranks second in terms of its contribution. Mental health quality and policy factors are also important in the construction of middle school students’ mental health service system. In addition, the study highlights the importance of parental involvement and social support in student mental health services during the post-COVID-19 era.

To the best of the authors’ knowledge, a study on middle school students’ mental health in the post-Covid-19 era has not yet been conducted. This study developed a quality-oriented mental health system and analyzed the influencing factors of mental health for middle school students based on data analysis and the Six Sigma DMAIC method.

This study employs Stein Rokkan's methodological approach to analyse state formation in the Greater Middle East. It develops a conceptual framework distinguishing colonial, populist and democratic pacts, suitable for analysis of state formation and nation-building through to the present period. The framework relies on historical institutionalism. The methodology, however, is Rokkan's. The initial conceptual analysis also specifies differences between European and the Middle Eastern state formation processes. It is followed by a brief and selective discussion of historical preconditions. Next, the method of plotting singular cases into conceptual-typological maps is applied to 20 cases in the Greater Middle East (including Afghanistan, Iran and Turkey). For reasons of space, the empirical analysis is limited to the colonial period (1870s to the end of World War 1). Three typologies are combined into one conceptual-typological map of this period. The vertical left-hand axis provides a composite typology that clarifies cultural-territorial preconditions. The horizontal axis specifies transformations of the region's agrarian class structures since the mid-19th century reforms. The right-hand vertical axis provides a four-layered typology of processes of external intervention. A final section presents selected comparative case reconstructions. To the authors' knowledge, this is the first time such a Rokkan-style conceptual-typological map has been constructed for a non-European region.

This chapter explores the development of middle leaders in the specific context of Catholic schools. It considers the interplay between contemporary thinking on educational leadership and the insights of Catholic theology and ministry. Two key themes foundational to this interplay are examined: the connection between leading and following, and the central importance of relationships for leadership. For each of these themes, the reader is provided with related questions for middle leaders in a Catholic school context, an activity for engaging with leaders, and an exercise inviting middle school leaders to reflect on their own experience and the context within which they lead.

The focus of this chapter lies with women middle-level leaders. It reports on themes from women in leadership programmes designed and delivered by Barbara Watterston, through the lens of a programme especially developed for the Association of Independent Schools of South Australia (AISSA). This chapter begins by profiling a description of the programme. The main aim was providing women leaders with an opportunity to take stock of their careers, consider ongoing challenges impeding their work as school leaders, and identify options for the future. After the programme finished, volunteers were invited to write a narrative encapsulating their career journey. Three women leaders volunteered, and their insightful reflections regarding their career trajectories constitute a significant portion of this chapter. The final part of this chapter identifies three common themes that emerged from their stories, resonating with ideas which are frequently illuminated in similar programmes and research. These include the importance of ongoing professional learning to be a successful leader, gender-based barriers that caused the women to doubt their abilities and readiness for leadership, and the deep appreciation the women expressed from learning with and from like-minded other women leaders.

This chapter explores the potential impact of middle leaders on their learning environments and on learning outcomes, focusing primarily on authenticity in leadership in schools. In outstanding schools, middle leaders are very active and visible in their curriculum areas, as well as more broadly around the school. They work together to build leadership capacity through the promotion of shared leadership practices based on a collective ethic of responsibility. They actively influence others to break down silos between departments and teams within a school. It is through the quality of their engagements that they project, maintain, and sustain their presence and influence with and on others. The work of authentic middle leaders is transformational insofar as they promote and support transformational teaching and learning for their students.

Instructional leadership is a school leadership approach that places great emphasis on enhancing the quality of teaching and learning. This study explored the enabling factors of instructional leadership in subject coordinators.

The participants in this qualitative study were 24 subject coordinators in elementary schools in Israel. Data collection was based on semi-structured interviews, and data analysis included three stages: sorting, coding and categorizing.

The findings identified three significant enabling factors of instructional leadership in subject coordinators: pedagogical knowledge, relationship capability and support from the principal.

This study suggests that the enabling factors of instructional leadership in subject coordinators differ from those of instructional leadership in principals because of their different places in the school structure and explains the enablers of instructional leadership in subject coordinators as middle leaders.