building data literacy among middle school administrators and teachers

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Data-to-Action: Building Middle School Administrators’ and Teachers’ Data Literacy Capacity in Durham Public Schools 06/20/2022 1 2014 North Carolina Association of Middle Level Educators Conference (NCAMLE) March 17, 2014 Dr. J. Brent Cooper Dr. Terri Mozingo

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Building Data Literacy Among Middle School Administrators and Teachers Data literacy is an essential trait for middle school administrators and teachers to possess. In this session, the Research and Accountability Team from Durham Public Schools will discuss how it has expanded its focus on Data-to-Action to building data literacy amongst its middle school administrators and teachers during 2013-14. J. Brent Cooper, Terri Mozingo & Karin Beckett Durham Public Schools - Durham, NC

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Page 1: Building Data Literacy Among Middle School Administrators and Teachers

Data-to-Action: Building Middle School Administrators’ and Teachers’ Data Literacy Capacity

in Durham Public Schools

04/12/2023 1

2014 North Carolina Association of Middle Level Educators Conference (NCAMLE)

March 17, 2014

Dr. J. Brent Cooper Dr. Terri Mozingo

Page 2: Building Data Literacy Among Middle School Administrators and Teachers

Desired Outcomes• Describe actions, strategies, and trainings within DPS that support the

development of a Data-to-Action, data literate culture amongst central office/school administrators and teachers.

• Share ways school administrators’ data literacy skills have been developed through work with the Deputy Superintendent of Academic Services, Dr. Stacey Wilson-Norman, and Research and Accountability during 2013-14.

• Present the Area Network Model as applied to the work of the Middle School Area Network through the leadership of Dr. Julie Spencer, Middle School Area Superintendent.

• Summarize lessons learned.• Project the course of Data Literacy trainings for the rest of 2013-14 and for the

2014-15 school year.

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Page 3: Building Data Literacy Among Middle School Administrators and Teachers

3

Responses to Data

Page 4: Building Data Literacy Among Middle School Administrators and Teachers

Significance of Data Literacy Training

• Increase emphasis on developing high-quality, data literate school administrators to lead schools.

• Empower principals and central office leaders to develop data literate assistant principals and teachers.

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What Does it Mean to Be Data Literate?

A data literate person possesses the knowledge to gather, analyze, synthesize, and convey information graphically and in writing to support decision making.

04/12/2023 5

Page 6: Building Data Literacy Among Middle School Administrators and Teachers

Skills of a Data Literate Person

Data Location

Data Comprehension

Data Interpretation

Instructional Decision Making Question Posing

04/12/2023 6U.S. Department of Education report Teachers' Ability to Use Data to Inform Instruction: Challenges and Supports (2011)

Find Data Evaluate Data

Use Data

Page 7: Building Data Literacy Among Middle School Administrators and Teachers

Data Location• The ability to find relevant data• The ability to manipulate data from a complex

table or graph to support reasoning

04/12/2023 7In the U.S. Department of Education report Teachers' Ability to Use Data to Inform Instruction: Challenges and Supports (2011).

Page 8: Building Data Literacy Among Middle School Administrators and Teachers

Data Interpretation

• Examining score distributions• Understanding the effects of outliers• Appreciating limits of generalizability• Understanding measurement error

04/12/2023 8U.S. Department of Education report Teachers' Ability to Use Data to Inform Instruction: Challenges and Supports (2011).

Page 9: Building Data Literacy Among Middle School Administrators and Teachers

Data Use for Instructional Decision Making• Understanding the value of scale scores and item

level data• Using student data to plan differentiated

instruction based on student needs• Synthesizing multiple data sources to inform

instructional practices

04/12/2023 9

U.S. Department of Education report Teachers' Ability to Use Data to Inform Instruction: Challenges and Supports (2011),.

Page 10: Building Data Literacy Among Middle School Administrators and Teachers

Question Posing• Aligning questions with purpose and data• Forming queries that lead to actionable data• Appreciating the value of multiple measures

04/12/2023 10U.S. Department of Education report Teachers' Ability to Use Data to Inform Instruction: Challenges and Supports (2011), the research team identified five skills

Page 11: Building Data Literacy Among Middle School Administrators and Teachers

Four Types of Data

04/12/2023 11

Type Definition Example1) Achievement or Assessment Data

Data used to determine the level of student achievement in a particular content area

Performance-based assessments, written exams, or quizzes

2) Demographic Data Data that provides descriptive information about the school community and the students served in the community

Enrollment, gender, ethnicity, economic status, student attendance, grade levels, school suspensions, limited English proficiency status, and special education status

3) Program Data Data that defines the programs, instructional strategies, and classroom practices of the teachers

Assessment/Achievement Data, Attendance, Perception Data, and Implementation Records

4) Perception Data Data that tells us what students, parents, staff, and others think about the learning environment

Questionnaires, interviews, surveys, and observations

Source: Guide to Using Data in School Improvement Efforts: A Compilation of Knowledge From Data Retreats and Data Use at Learning Points Associates (December 2004)

Page 12: Building Data Literacy Among Middle School Administrators and Teachers

Assessment and Achievement Data Tiers

04/12/2023 12

Assessment Purpose

Rate of Feedback

Type of Feedback

Example Primary Target of Feedback

Tier IV(Federal)

Annual large scale testing for Federal

Accountability

Infrequent General and broad

Condition of Education

Federal and State Policymakers

Tax payersAdministrators

Tier III(State)

Annual large scale testing for

accountability

Infrequent General and broad

Summative

End-of-Grade ExamsEnd of Course

Exams

PolicymakersBoard Members

Community Administrators

Tier II(District)

Periodic grade level and subject area

Infrequent/Frequent

Specific and Formative

Local Assessments AdministratorsTeachers

Tier I(Classroom)

On-going classroom

Frequent Specific and narrow

Formative

Unit examsClassroom projects

Homework Class work

TeachersStudents

Page 13: Building Data Literacy Among Middle School Administrators and Teachers

Questions to Guide Achievement Data Collections

• What evidence can we collect about our students’ learning? • What evidence do we have that shows the knowledge, skills,

and understandings our students have achieved? • Which data indicate the degree to which our students show the

conceptual understandings and generalizations in our standards?

• What evidence shows which students are meeting or exceeding our achievement expectations and which are not?

• What do we know about how each individual student learns?

04/12/2023 13

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Locating Achievement or Assessment Data•PAPA Datamining Reports•Achievement Series • State Testing Portal•mClass

Local(Tier II)

•NCDPI – Data and Statistics Website•University of North Carolina General Administration•Education Value-Added Assessment System (EVAAS)

State (Tier III)

• National Assessment of Educational Progress • Federal Data Warehouse

National(Tier IV)

04/12/2023 14

Page 15: Building Data Literacy Among Middle School Administrators and Teachers

Types of Demographic Data

Student Demographics

• Gender• Ethnicity• Limited English Proficiency• Exceptional Children• Parent Characteristics

School Demographics

• Mobility Patterns• School Transportation Needs• LEP and EC Participation Rates• Suspension/ Expulsion Rates• Promotions / Retention Rates• Graduation/ Dropout Rates• Free/Reduced Lunch Percentages• Neighborhood Characteristics• Parent Involvement• Behavior and Social Problems of

Students04/12/2023 15

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What is a Program Evaluation (PE)?

What is a Program Evaluation?• A program evaluation is a

purposeful, systematic, and careful collection and analysis of programs, establishing accountability, and identifying areas needing change and improvement.

What are the goals of a Program Evaluation?

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• The generic goal of most evaluations is to provide “useful feedback” to a variety of audiences including sponsors, donors, client-groups, administrators, staff, and other relevant constituencies.

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Why Evaluate Programs?

Evaluations are conducted to:• Gain insight about a program and its operations – to see where we

are going and where we are coming from, and to find out what works and what doesn’t.

• Improve practice – to modify or adapt practice to enhance the success of activities.

• Assess program effects to determine how well we are meeting the goals and objectives, how the program benefits the community, and to provide evidence of effectiveness.

• Help build capacity by increasing funding, enhancing skills, and strengthening accountability.

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Page 18: Building Data Literacy Among Middle School Administrators and Teachers

What are the Types of Evaluations?

Formative Evaluations Evaluability assessment Implementation

evaluation Needs assessment Process evaluation Structured

conceptualization

Summative Evaluations Cost-effectiveness and

cost-benefit analysis Impact evaluation Meta-analysis Outcome evaluations Secondary analysis

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Page 19: Building Data Literacy Among Middle School Administrators and Teachers

Examples of the Types of PEs

Formative Evaluations Evaluability assessment Implementation evaluation Needs assessment Process evaluation Structured

conceptualization

Examples of FPEs Afterschool Programs Common Core Implementation Dropout Programs Helpdesk Process Literacy Program

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Page 20: Building Data Literacy Among Middle School Administrators and Teachers

Examples of the Types of PEs

Summative Evaluations Cost-effectiveness and cost-benefit

analysis Impact evaluation Meta-analysis Outcome evaluations Secondary analysis

Examples of SPEs One-to-One Laptop Initiatives Online Instruction Effects of Early Education on Kindergarten Readiness Science, Math, Engineering and

Technology (STEM) Program School Management Practices on Student Performance

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Page 21: Building Data Literacy Among Middle School Administrators and Teachers

Constituents of School Level Perception Data

04/12/2023 21

Internal Constituents External Constituents

Students and Parents Community Citizens

Teachers and Staff Community Businesses

Administrators Regional Colleges and Universities

School Board

Page 22: Building Data Literacy Among Middle School Administrators and Teachers

Guiding Questions for Collecting Perception Data

• How do the members of our school community feel about our school and district?

• How satisfied are school community members about our educational programs?

• What do the members of our school community perceive to be the strengths and needs of our school?

• What do members of our business community think about the skills of our graduates?

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Educate…Previous vs. NowPrevious• ABCs• Grade-level Proficiency

focus • Different state and

federal models

Now• NC READY• Career and College-

Ready focus• Closing Achievement

Gaps• State and Federal share

AMOs and targets • Teacher Effectiveness

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Page 24: Building Data Literacy Among Middle School Administrators and Teachers

Objectives of Data Literacy Trainings

• Discuss components of NC READY state model• Review the federal and state Annual

Measurable Objectives (AMOs)• Review the 2012-13 Data Reports• Discuss implications of data and next steps• Provide additional support to schools

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Educate… 2012-13 NC READY and AMO Guide

• NC READY Indicators: Definitions• State and Federal Annual Measurable Objectives

(AMOs) Indicators (Federal, State, and AMO Definition)

• AMOs Terminology/Definitions

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Page 26: Building Data Literacy Among Middle School Administrators and Teachers

Ma

End of Grade/End of Course

(reading, mathematics, science)

ACT

Graduation Rates

Math Course Rigor

WorkKeys

Graduation Project

Δ End of Grade/End of Course (reading,

mathematics, science)

Δ ACT

Δ Graduation Rates

Δ Math Course Rigor

StatusIndicators“this year”

ProgressIndicators“trend over time for groups of students”

Growth Indicators

“combined individual

student’s growth”

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EVAAS Growth

School-wide

Δ WorkKeys

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Communicate…Our School’s 2012-2013 Data Announcement

• Performance Composite• School-wide Growth Status• Strengths • Areas of Opportunity

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System of Supports

Communication

Do you need help framing your story?

Understanding Data

Do you need help understanding your

data?

Next Steps

Do you need help with next steps?

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Systems of Support

COMMUNICATION

• Public Information and

Community Engagement

(PICE)

DATA SUPPORT

• Research and Accountability

NEXT STEPS

• Area Support (Elementary, Middle, High

School)

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Next Steps

School Improvement Plan Review and

Revisions

Student Intervention-School Level Reports

in coming weeks

EVAAS Value-Added Reporting - More information after

Thanksgiving

Communicating with the Community – No

Surprise, Baseline Year, Continue Focus

on Growth

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Research and AccountabilityDecember 4, 2013

“It’s not about giving the assessments; it’s about doing something about

the results”Dr. Doug Reeves (2005)

EVAASGrowth

AMOTargets

Proficiencies

Academic Services Data Summit

Research Articles

Page 32: Building Data Literacy Among Middle School Administrators and Teachers

Data Release• After the initial release of the data, we will do

the following, as a middle school:– Review the data with our School Improvement

Team– Review student data to determine if we need to

provide intervention– Provide teachers more information about the

EVASS value-added data that is included in Standard 6 of the teacher evaluation instrument

– Host a Parent Meeting to go over our school data 32

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Data Analysis Process

Essential Questions

AnalysisReports

Synthesis

Page 34: Building Data Literacy Among Middle School Administrators and Teachers

Essential Questions: AMO Targets

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Question to Guide Student AMO Targets Discussion.

What are our biggest AMO target challenges?

Page 35: Building Data Literacy Among Middle School Administrators and Teachers

Essential Questions: Proficiencies

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Questions to Guide Student Proficiencies Discussion.

1) Where are our biggest opportunities to move students to proficiency?

2) How have the new cut scores impacted AIG Proficiencies?

3) How will the new AMO’s goal impact AIG Identification?

Page 36: Building Data Literacy Among Middle School Administrators and Teachers

Essential Questions: EVAAS Growth

36

Questions to Guide Education Value Added Assessment System (EVAAS) Discussion.

1)2)

In what grade levels are students experiencing academic growth? In what grade levels are students not experiencing academic growth?

3)4)

In what schools are students are experiencing academic growth? In what schools are students not experiencing academic growth?

5)6)

In what subjects are students experiencing academic growth? In what subjects are students not experiencing academic growth?

7)8)9)

In what grade are teachers not demonstrating teaching effectiveness?In what schools are teachers not demonstrating teaching effectiveness?In what subjects are teachers not demonstrating teaching effectiveness?

10)11)12)13)

In what schools are minority students experiencing the greatest achievement gaps?In what subjects are minority students experiencing the greatest achievement gaps?In what schools are exceptional students experiencing the greatest achievement gaps?In what subjects are exceptional students experiencing the greatest achievement gaps?

Page 37: Building Data Literacy Among Middle School Administrators and Teachers

Elementary Area School-Level EOG Test Proficiency Questions

37

Essential Questions to Guide the Elementary Area School-Level EOG Test Proficiency Discussion

1) Are there schools with large opportunities for EOG test proficiency improvements (Focus Schools) for multiple grades levels and/or student groups?

2)Are there schools with declining EOG test proficiency when analyzing a school’s data across grades for all student groups, which could lead to a negative effect on feeder middle schools 6th grade students’ proficiency?

3) Are there student groups with opportunities for EOG test proficiency improvements in the Elementary Area?

Page 38: Building Data Literacy Among Middle School Administrators and Teachers

Impact of Data Literacy on Teaching and Learning

• Data literacy capacity building will lead to continuous analysis of: NC READY, AMO, and EVAAS data, and in turn local assessment data.

• Student achievement data will be analyzed for the school and district by: grade level, test, gender, student group, and by teacher.

• Program evaluations will be completed internally and externally for many current DPS programs (process was developed and approved, Summer 2013).

Page 39: Building Data Literacy Among Middle School Administrators and Teachers

DiscussionBrainstorm…

• How are you building data literacy capacity in your school/district?

• Which groups are you focusing on building data literacy capacity during this school year?

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DiscussionBrainstorm…

• Through what types of professional development activities are you building your school’s/district’s data literacy capacity?

• What are your school’s/district’s goals in building data literacy capacity?

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Deputy Superintendent’s Support for Building Data Literacy Amongst All DPS

Stakeholders

04/12/2023 41

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Deputy Superintendent’s Support for Building Data Literacy Amongst All DPS

StakeholdersTeaming for Excellence• Documents were created and Data Release Meetings were planned in a

collaborative effort by: 1- the Superintendent 2- Deputy Superintendent 3- Academic Services 4- Research and Accountability and 5- Public Information and Community Engagement (PICE) 42

Page 43: Building Data Literacy Among Middle School Administrators and Teachers

Deputy Superintendent’s Support for Building Data Literacy Amongst All DPS

StakeholdersTeaming for Excellence• The goals of these efforts were:• Ensure an understanding of the NC READY, AMO, and EVAAS

Data and that principals were well prepared when they communicated the accountability results to all DPS Stakeholders • Create a Data Release Toolkit to support the principals• Ensure that terms were understood and specific points were

clarified• Develop Data Release Guides

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Deputy Superintendent’s Support for Building Data Literacy Amongst All DPS

Stakeholders• Develop and Offer 2013 NC READY and AMO Data Release Training

Sessions for principals by school level (area), (October-November 2013)

• Data Release Guides developed for school administrators by School Level

• Data Release Toolkit developed to educate all DPS Stakeholders about the release of NC READY, AMO, and EVAAS data

• Data Release parent and faculty meetings planned with corresponding ConnectEd messages created and sent to educate all DPS Stakeholders about the release of NC Ready, AMO, and EVAAS data

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Deputy Superintendent’s Support for Building Data Literacy Capacity in DPS

• Develop and Offer 2013 NC READY and AMO Data Literacy Training Sessions for Principals, October-November 2013

• Develop and Offer 2013 Central Office Data Literacy Summit for Central Office Instructional Support, December 2013

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Deputy Superintendent, Area Superintendents, and Research and Accountability2013-14

Central Office/School Administrator Data

Literacy Capacity

Identification of Area Focus Schools

2012-13 NC READYData Dives

Establishment of Area Networks

Steps to Building Data Literacy Capacity in DPS

2012-13 NC READY Data

Summits

Page 47: Building Data Literacy Among Middle School Administrators and Teachers

Deputy Superintendent’s Support for Building Data Literacy Capacity in DPS

Area Networks• Implement Area Networks for the Elementary,

Middle, and High School Areas to focus data analysis and data literacy capacity building, December 2013.

• Conduct quarterly Data Dives for School Administrators and Central Office Instructional Support in our continuous data analysis, modification, and re-teaching of curriculum objectives, Spring 2014-Fall 2015. 47

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Middle School Area Network

Area Networks

High School Area Network

Elementary Area Network

Page 49: Building Data Literacy Among Middle School Administrators and Teachers

Area NetworksPurpose

Central Services departments provide rapid response services to each Area of schools through coordinated collaboration and communication around key issues. The purpose of these meetings are to remove barriers, address issues and respond to school needs in a timely and effective manner. Each meeting should be results-based with clear action items and timelines to address barriers for schools.

04/12/2023 49

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50

To improve communication between Central

Services departments and

schools

Area NetworksDesired

Outcomes

To increase the level of accountability

To provide coordinated and responsive

services to schools

Page 51: Building Data Literacy Among Middle School Administrators and Teachers

Area NetworksStructure

Each Area Superintendent will lead the assigned network. The Executive Leadership supervisor will assign individuals to the appropriate network to provide leadership and service for their respective departments. Every Network will have representation for content areas and departments. All networks will meet for two hours the 3rd Wednesday of the month. A standing agenda has been designed to ensure efficient, consistent and effective monthly meetings.

04/12/2023 51

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Area NetworksMembers

04/12/2023 52

Network Members Network Members

Curriculum, Instruction, and Assessment

Research and Accountability

Exception Children’s Program Area Facilitators

Human Resources Student, Family, and Community Services

Leadership Development Title I

State Transformation Team

Page 53: Building Data Literacy Among Middle School Administrators and Teachers

Middle School Area NetworkTeam Meeting 1

1. Establish a Middle School Area Network Working Plan2. Discussion of MSAN Data and the purpose of making

data-driven decisions3. Introduction to the MSAN Purpose4. Creation and administration of Middle School

Network Priority Survey- identify the most important problems which need immediate attention from the MSAN 53

Page 54: Building Data Literacy Among Middle School Administrators and Teachers

Middle School Area NetworkTeam Meeting 2

1. Updates from the current Middle School Network Working Plan (planning days, data dives, Focus Middle School support, mentors, etc.)

2. Comprehensive Planning…what is the Middle School Area Network’s #1 problem to be addressed by the MSAN

3. Data Driven Problem Solving- problem solving in a particular area based on a data point with resulting action items

4. Establish MSAN Work Groups around major problems which need immediate attention from the MSAN.

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Middle School Area NetworkTeam Meeting 3

1. Reporting out from Work Group collaboration

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Data Dives

Who?

Teachers

School Admins

School-level Instructional

Support

Central Office

Instructional Support

04/12/2023 56

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57

Continuous School and

District Data Analysis

Data DiveObjectives

Re-teaching for Mastery

Identification of Learning Objectives

Not Met

Page 58: Building Data Literacy Among Middle School Administrators and Teachers

Deputy Superintendent’s Support for Building Data Literacy Capacity in DPS

Focus Schools• Implementation of Area Focus School Models in an

effort to provide extra resources to schools with greater academic needs.

• Focus Schools identified by an analysis of the previous year’s NC READY, AMO, and EVAAS data, Fall 2014-15.

• Six Focus Middle Schools were identified to provide additional central services support for the remainder of the 2013-14 school year. 58

Page 59: Building Data Literacy Among Middle School Administrators and Teachers

Middle School Area Superintendent’s Support for Building Data Literacy Capacity in Focus Middle Schools

• Three collaborative Focus School Team Meetings between Focus Middle School School Improvement Teams and Central Services Support Staff held at the Focus School.

• The Focus Middle School team includes representatives from the multiple Central Services departments.

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Focus School Data Analysis

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Data Sets(CS

Depts)

NC READY(AS/

R&A/CIA)AMO(AS/

R&A/CIA)

EVAAS(AS/

R&A/CIA)AIG/EC/ESL

(CIA/EC/ESL)

Discipline:PBIS/OSS

(SFCS)

Staffing (HR)

Page 61: Building Data Literacy Among Middle School Administrators and Teachers

Focus Middle Schools

61

Focus Middle Schools

CarringtonMS

Shepard MS

W.G. Pearson Magnet

MSNeal MS

Lowe’s Grove

MS

Sherwood Githens

MS

Page 62: Building Data Literacy Among Middle School Administrators and Teachers

Focus School Team (School)

62

Focus School Team

ESL/LEP Facilitator

School Principal

School Improvement

Team

RtI Facilitator

AIG Facilitator

EC Facilitator

Page 63: Building Data Literacy Among Middle School Administrators and Teachers

Focus School Team (District)

63

Focus School Team

Middle School Area Supt. MS Area

Facilitators(CIA, EC,

etc)

Executive Director of

ESL

Coordinator of MS

Staffing

District AIG Coordinator

District PBIS Coordinator

Page 64: Building Data Literacy Among Middle School Administrators and Teachers

Focus Middle SchoolTeam Goals

1. Pre-Meeting Analysis of the Data2. Discussion of the Data3. Introduction to the Focus School Purpose4. Identification of Action Items for the Next

Meeting

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Focus Middle SchoolTeam Meeting 1

1. Pre-Meeting Analysis of the Data2. Discussion of the Data3. Introduction to the Focus School Purpose4. Identification of Action Items for the Next

Meeting

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Leaders and Learners Field Trips

Leaders &

Learners

MS Principals

ESPrincipals

Central Services

Staff

HS Principals

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Leaders and Learners Field Trips

L & L Field Trips

Piedmont Open IB MS(Charlotte-

Meck)

Stories Creek

ES(Union)

Rock Rest ES

(Person)

Dudley HS(Guilford)

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04/12/2023 68

Data Literacy Capacity Building Review

Principals

Central Office Data Summit

Area DataDives

Data Literacy Capacity Building 2013-14

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04/12/2023 69

Data Literacy Capacity Building Next Steps

Leaders and Learners Field Trip (3/13/14)

(Charlotte-Meck./Guilford/Person/Union)

Char Area Networks Symposium

(Monthly)Summer Leadership

RetreatJune 2014

Spring 2013-14 and Beyond

Page 70: Building Data Literacy Among Middle School Administrators and Teachers

Lessons Learned• Time must be protected for principals’/central office data literacy skills to

be developed (Monthly Principals’ Meetings, Monthly Area Principals’ Academies, Area Networks, School/Area/Curriculum and Instruction Data Dives).

• Principals must go back to their schools and develop the data literacy capacity of the assistant principals and teachers (Faculty Meetings, Grade and Subject-Level PLCs, School Improvement Teams).

• Data literacy skills must be applied to a comprehensive school and district-level analysis of NC READY and EVAAS data.

• Data literacy capacity building is a continuous process.• Data literacy capacity building will support Data-to-Action, data-driven

decisions. 70

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“If you want to lift ten pounds, you can do it by yourself. If you want to lift two-hundred pounds

you’d better have a team.” ~old adage

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T - Take time to build the foundationE - Engage in data-driven dialogueA - Act together to improve instructionM - Monitor implementation and results

Page 72: Building Data Literacy Among Middle School Administrators and Teachers

Discussion Brainstorm…

• Are there questions or comments concerning data literacy capacity building in DPS, your middle school(s), or your school district?

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Dr. Stacey Wilson-Norman Deputy Superintendent of Academic Services

[email protected]

Dr. Terri MozingoAssistant Superintendent of Research and Accountability

[email protected]

Dr. Julie SpencerMiddle School Area Superintendent

[email protected]

Dr. J. Brent CooperData Analyst, Program Evaluator, Coordinator of Surveys and Research

[email protected]

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