September Issue, 2009
Equity Matters

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Data: Mining and Decision-Making

Everything is data. But data isn’t everything.

- Pauline Bart

Data-driven decision making for school improvement has become a part of the everyday vernacular of educators. However, saying that teachers, families and administrators need data to make decisions is one thing; understanding and using data well is another. In some schools, educators are conflicted about how to get started with the data. For others, once started with the data, questions surface about what to do and when to do it. In many cases teachers—the very people who can make the best use of student-learning data, have the least access to it.

The driving purpose for collecting and analyzing data is instructional improvement for all learners. There is no way to bridge the gap between data and results without changing what is taught, how it is taught, how it is assessed, and how we use assessments to plan instruction.

Yet in many instances, we look at and talk about disaggregated “achievement” data in ways that reinforce deficit thinking about students of color. A focus on underachieving students and remediation allows us to place blame on students, other teachers, and parents. When we look at data through the lens of “achievement gaps”, we often fail to look at the system, and in turn, fail to accept

responsibility for the gap. Instead, we should use data to ask the questions that are capable of shaping equitable student learning such as: What do students need to know? How will we know if students have learned it? Who is successful? Who is not? What will we do if students have not learned what they need to know?

Action directed at improving equity, access, participation, and outcomes should be grounded in a thoughtful assessment of what is happening.  In order to ensure that every student has the greatest opportunity to learn, enhanced by the resources and supports necessary, a school team should consider the types of data necessary for analysis.  Because data are produced at the boundary of interaction between people, policies, and practices, it is imperative to have accurate and timely information about individual students: their capacities, experiences and knowledge base that can be activated in order for them to engage as fully as possible in new learning situations.

Some specific types of data to consider collecting and analyzing include:

  • disaggregated achievement data;

  • demographic data for specialty courses such as special education, gifted, AP, technology, and extra-curricular involvement;
  • data regarding student treatment, including the number of suspensions by gender and cultural background, and the number and types of students being recognized as outstanding;
  • information regarding teacher qualifications, experience, and cultural background;
  • budget information demonstrating equitable resource distribution supportive of diverse learners;
  • information regarding school climate, student experiences, teacher beliefs, and community forces at play; and
  • anecdotal information regarding stakeholders and the responsibility they share for all learners.
In this issue of Equity Matters, we take a look at how using data and other evidence of student performance can effectuate full access to quality education, qualified teachers, challenging curriculum, full opportunity to learn, and appropriate support for learning for all of the students in our schools.
Equity in Action

One of the strategies that the Equity Alliance at ASU utilizes in our collaborative partnerships is the graphic/visual display of data to provoke new ways of getting at equity priorities and actions. For example, at a recent meeting with a core team of administrators within a California school district, Equity Alliance staff facilitated a conversation about the districts’ equity agenda and the role and importance of data in shaping that agenda. In real time, one of our personnel transcribed the content of this conversation and pasted it into an open source online tool (Wordle) to immediately reflect back the frequency and importance administrators placed on the district equity priorities. Participants were able to see their own words represented in a word cloud, which in turn emphasized crucial elements of the districts’ equity agenda. For many, the use of a graphic/visual tool to represent anecdotal data was new, and several group members shared their excitement about this newly discovered tool along with their plans to bring it back into their local contexts for use with students and educators.

Another strategy that we utilized during this meeting in order to ground all conversations in local data was the use of “data importance and frequency continua”. This activity brought together small groups of administrators to list all of the data sources utilized within the district to shape policy and practice, and then proposed two main questions about these sources: What is the level of importance of this particular type of data for understanding student performance; and what is the degree to which this type of data is used to shape policy and practice in your school district? Administrators then placed the data sources along a wall based on importance which allowed the larger group to identify data gaps in areas around data collection, as well as similarities and differences in the emphasis placed on various data sources among the group.


Tools You Can Use

Books

Data, Data Everywhere: Bringing All the Data Together for Continuous School Improvement by Dr. Victoria L. Bernhardt. This book describes how to increase student achievement and drive school improvement through the multiple uses of data. Dr Bernhardt encourages the use of multiple types of data analyses: demographics, perceptions, student learning, and school processes, to drive continuous improvement efforts. This book is geared toward teachers, administrators, and support staff beginning a comprehensive data process.

 

Schools and Data: The Educator's Guide for Using Data to Improve Decision Making by Theodore B. Creighton. In this book, Dr. Creighton focuses on the relevance of statistics in the work of principals and teachers. A step-by-step guide to collecting and organizing data is provided along with methods of analysis to assist educators in data-driven decision making.

 

What Works in Schools: Translating Research into Action by Robert Marzano. Written for school administrators and teachers, Marzano discusses the multiple factors affecting student achievement and how to use data to drive your school improvement efforts. Areas discussed in this book include: setting academic goals, professional development; equal opportunity to learn, parent and community involvement, classroom management, curriculum, motivation theories, and more. Each chapter includes specific action steps for schools to follow to implement change.

Online Tools

NCCRESt disproportionality maps provide a national, state, and select city view of disproportionality by race and disability.

LeadScape data maps are available at the national, district, and school levels. School maps are available to participating NIUSI-LeadScape schools to display data for IEP identification, accountability, and discipline at the classroom level. This data is drawn from district school information systems and is password protected, available only to registered school leaders for each school and his/her designees. Non-registered users can view data maps for the fictional “Demo Elementary” to see how the maps work.


 

Data Use for Continuous Quality Improvement provides resources for states to help them reach No Child Left Behind goals. Included in the site are tools to evaluate and support data use, as well as a research library to guide effective data use.


 

NCEO Data Viewer
is an interactive data reporting web site that allows you to view data related to students with disabilities and create individualized reports. Databases currently available include the Annual Performance Reports (APR) and Participation and Accomodation data for all states
.


 

National Center for Educational Statistics
The National Center for Education Statistics (NCES) is a part of the U.S. Department of Education and is responsible for collecting and analyzing education data in the U.S. and other nations. Multiple publications, tools, and data sets are available on the website.


 

Data Accountability Center
This website provides public access to data about children and youth with disabilities who are served under the Individuals with Disabilities Education Act (IDEA) - Part B and C. The site also provides technical assistance materials to support data collection, analysis and reporting of IDEAdata as well as forms and spreadsheets to aid in the data collection process.


 

  New and Exciting

Upcoming Events
The Summit for Courageous Conversation October 10-14, 2009 Baltimore, MD
Different From What? Film Festival will be held in Tempe, AZ, January 29–31, 2010 and explores varied perspectives of ability and disability.Submissions are being accepted in the categories of drama, comedy, documentary, animation, and experimental.
National Association for the Education of Young Children Conference
November 18-21, 2009 in Washington, DC. A presentation by members of the Center for Law and Social Policy (CLASP) entitled Children, Families and Public Policy: Using Data to Understand the State of Young Children Today and to Advocate for Policies That Help Children and Families Thrive, will show participants a range of state and federal data on young children and their families and how to use it to understand child and family well-being.

 


The Principal Story airing on PBS September 15, 2009 is a documentary that follows two princiapls in low-performing schools over the course of a school year. The story illuminates the struggles principals face in trying to improve their schools and engage the students and community.
2010 Leadership for Excellence and Equity Forum February 16-17, 2010 Phoenix, AZ

 

Young Scholars Fellowship from the Foundation for Child Development
This fellowship supports scholars conducting research on the development of young children (birth-10) in immigrant families, particularly those who are low-income. Three to four fellowships of up to $150,000 for use over one to three years will be awarded. The deadline for proposals is November 4, 2009.

A Question of Equity

What data set is the most important to consider when reviewing school policies and practices related to equity?

 

Online
Publications

Leadership Academies - Module 2, Mining Data This professional learning module is designed to provide a serious look at understanding using data to improve student outcomes. Questions posed to participants will include: What do students need to know? How will we know if students have learned it? What will we do if students have not learned what they need to know?

 

Using Data to Address Equity Issues in Special Education Policy brief from the Center for Evaluation and Education Policy on how to calculate disproportionality

 

Making Sense of Statistics in Research This page provides multiple resources to help you understand more about statistical tests, terms, and other research lingo. Included are an online introductory statistics course, and glossaries on multiple statistical terms designed to help you understand research articles more fully.


 

Equity Alliance
Online

Visit our website: http://www.equityallianceatasu.org/.

Check out our NIUSI-LeadScape guest writers’ blog: www.niusileadscape.org/bl/.

Your Voice Matters! Please give us your feedback by taking a few minutes to fill out this brief survey or email us at: niusileadscape@asu.edu.

     

For questions or comments on this newsletter, please email the editor of this newsletter – Miranda Kucera (miranda.kucera@asu.edu).

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