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The purpose of this paper is to examine how data are used in classroom placement routines. The authors explore educators’ assumptions about the purposes of the classroom placement routine, detailing the ostensive (i.e. structure and template) and performative aspects of the routine itself, and the implications of data use for equity and leadership practices.

Using a multi-site case study involving in-depth interviews of teacher and school leaders and observations of meetings, the authors examined the role that data played in classroom placement routines in three elementary schools in the USA.

Findings show that educators across schools collected similar types of multi-dimensional data; however, analysis and decision-making processes varied based on their assumptions and goals. Assessing student needs holistically and balancing students across classes based on academic diversity, behavioral or socio-emotional needs, gender and teacher workload were consistent patterns. There was a distinct difference between collecting data and actually using it as a basis of decision making.

These findings highlight the importance of using in-depth observations to understand data use in schools. Educators’ assumptions and philosophies about classroom placement contributed to the pattern of discussion and decisions made throughout the routines. Delving deeper into how data are used in specific routines and organizational contexts can illuminate how data use is socially constructed and enacted for equity.

Educators who guide school routines have the power to maintain taken-for-granted assumptions about students, or to create counter-narratives.

This study provides insights into classroom and student placement processes by emphasizing the social and interactional dimensions of data use as they unfold in practice. It also extends empirical knowledge about the purposes, dimensions, and uses of data-driven decision making models.

Investigates how a particular work team interprets and comes to understand quality management initiatives centered around customer service. The study set out to add to the understanding of how work team members interpret and learn as a part of a functional work based team operating within a quality management work environment. Data sources, including field notes, an extensive reflective journal, strategic plans, annual reports, e‐mail messages and office memos, provided rich, in‐depth information. The study argues that, contrary to much of the management‐based learning literature, learning is used as a way to mold and shape attitudes of workers and to control them.

An increasing number of schools and districts across the US are requiring teachers to collaborate for the purpose of data‐driven decision making. Research suggests that both data use and teacher collaboration are important ingredients in the school improvement process. Existing studies also reveal the complexities of teacher collaboration and the importance of context in shaping teachers’ collaborative work, especially with data. Yet, the intersection of teacher collaboration and data use has been understudied. The purpose of this paper is to examine the affordances and constraints that exist in the context of established teacher collaboration time for the purposes of data‐driven decision making.

The paper draws upon qualitative case study data gathered in six schools that structured teacher time for collaboration on data use.

An analysis of the data revealed that a variety of leadership activities and organizational conditions shaped teachers’ collaborative work with data. These included leadership focused on thoughtful use of data and the framing of data‐driven decision making in terms of collective responsibility; the establishment of norms for teacher collaboration; the implementation of data discussion protocols; and teacher groupings and subject matter subcultures.

Knowing how and when a leadership activity or organizational condition becomes either an affordance or a constraint to teacher collaboration around data use has important implications for leadership and educational change. The findings of this study also help to lay the groundwork for future research regarding teacher collaboration around data use.

Populations in the United States and Australia are also becoming increasingly culturally diverse. In the United States, for example, it is projected that between 1990 and 2050, the percentage of the US population of Hispanic origin will be almost triple, growing from 9% to 25% (making them the largest minority group by far) and the percentage Asian population will be more than double, growing from 3% to 8%. During the same period, the percentage of Black population will remain relatively stable increasing only slightly from 12% to 14%; while the percentage of White population will decline sharply from 76% to 53%. Australia has a long history of skill- and humanitarian-based migration policy. This has resulted in a culturally diverse society, especially in parts of the capital cities of the states and territories. This emphasis looks likely to continue in the future, and will continue to change the Australian society as the humanitarian needs change across the world.

The purpose of this paper is to examine the intersection of teacher emotions, teacher collaboration and educational reform, particularly with respect to time, a key teacher resource that is often impacted in school change.

This paper draws upon data gathered in an in-depth, two-year qualitative case study of teacher teams in two US elementary schools. A total of 57 interviews and 102 hours of teacher team meeting observations were conducted across the two schools. The data analysis process involved several rounds of content coding of interview transcripts and teacher team meeting observation notes using MAXQDA software.

Teachers at the two schools benefitted from collaborative school structures that allowed time and space to innovate and brought joy to their professional lives. Strong professional communities served as sources of support as teachers experienced stress and frustration with reforms that created demands on their time and shifts in their teaching. Leadership played an important role in providing emotional support and autonomy to teachers, allowing teachers to flourish collectively.

This study has important implications for how researchers, policymakers and practitioners conceptualize the emotional dimension of teachers’ time in educational reform efforts. It is critical to consider whether expectations for what teachers can accomplish in collaboration are realistic in light of current working conditions. Given that emotions are at the core of teaching and the process of change, it is important to continue to explore the connections between teacher emotions and the professional capital they build in collaboration with each other.

In a previous paper (Nardi & O'Day 1996), we chose to begin thinking about intelligent software agents with a detailed look at what human agents do. Our interest is in agents that provide expert services to end users. We analysed data from two studies of reference librarians to see how they provide value to their clients, considering the librarians as exemplary human agents. Shneiderman (1995) observes that claims about intelligent software agents are vague, dreamy and unrealised: we wanted to bring some precision and optimistic realism to the discussion.

In this chapter, three educators recount experiences of professional development from different perspectives in order to examine the intersection of teacher knowledge and subject matter in the areas of science and mathematics education. Professional development projects are productive avenues for exploring this phenomenon. We share stories of experience from professional develop projects of teachers who were situated in different places on the professional knowledge landscape: one elementary school teacher, one teacher educator, and one mathematics educator. From these various vantage points, the relationship between mathematics and science content knowledge and teacher knowledge holds different complexities and complications. Issues related to balancing teacher knowledge with content knowledge in professional development emerge. Based on the stories of experience and the analysis of the narratives, deliberation of curriculum is seen to be a valuable concept when engaging in professional development with teachers. Further, Pragmatic Intellectual Space is proposed for productive approaches to professional development.

The purpose of this study is to explore the developmental networks of graduate students of color participating in PROMISE, Maryland’s Alliance for Graduate Education and the Professoriate program, a National Science Foundation (NSF)-funded graduate retention and support program. The authors specifically examine how underrepresented minority students gain access to needed supports through building individual mentoring relationships and broader networks of support.

The authors rely on a case study approach to explore developmental networks and support accessed by students participating in the PROMISE program. A total of 16 students of color in STEM fields from three institutions in the University of Maryland System have participated.

Study findings reveal that scientists from underrepresented backgrounds construct and draw from diverse developmental networks that include individuals from within and outside of the academic community. Key relationships include advisors; faculty with whom they share identities, peers in and outside of their programs; and administrators. Developers play distinct roles within the networks including shaping students’ emerging professional identities as scientists and providing psychosocial support. Student agency and initiative as well as faculty engagement and programs like PROMISE further enhanced student access to mentorship.

This study offers unique insights into the nature, cultivation and resources gained from the relationships that make up the developmental networks of science graduate students from underrepresented backgrounds.

Traditional notions of mentoring and support, particularly in graduate education, highlight the role and importance of the student’s advisor in their growth and development. This study is unique in its focus on the multiple relationships students of color in science form. This study offers specific insight into the nature, construction and resources gained from developmental networks formed by a group of underrepresented minority students in STEM graduate education.