Data Governance Process Rick Rozzelle Center for Educational Leadership and Technology April 2013
Dec 26, 2015
Data Governance Process
Rick RozzelleCenter for Educational Leadership and
Technology
April 2013
Slide 2© Center for Educational Leadership and Technology (CELT) 2008
1. Definition and Purpose of Data Governance1. Definition and Purpose of Data Governance
2. Goals and Strategies for Data Governance2. Goals and Strategies for Data Governance
3. Structure and Roles of Data Governance3. Structure and Roles of Data Governance
4. Data Categories for a Local Education Agency4. Data Categories for a Local Education Agency
5. Data Dictionary 5. Data Dictionary
Agenda
6. Data Quality Tools and Templates6. Data Quality Tools and Templates
Slide 3© Center for Educational Leadership and Technology (CELT) 2008
Data Governance establishes the foundation (policies, standards, architecture, decision-making structure, issue-resolution process) for collecting, managing, and releasing data for improved quality, accessibility, and use.
Data Governance - Definition
Slide 4© Center for Educational Leadership and Technology (CELT) 2008
Data Governance: Purpose
• To establish the policies and procedures governing data-related matters for the school district. This includes who is accountable for various portions or aspects of the data, including its accuracy, accessibility, consistency, completeness, and updating.
• To define processes concerning how the data is to be collected, stored, archived, backed up, shared, and protected from mishaps, theft, or attack.
Slide 5© Center for Educational Leadership and Technology (CELT) 2008
Data Governance: Purpose (cont.)
• To develop a set of standards and procedures that defines how the data is to be used by authorized personnel.
• To implement a set of controls and audit procedures that ensures ongoing compliance with government regulations.
Slide 6© Center for Educational Leadership and Technology (CELT) 2008
10 Goals of Data Governance
1. Improve data quality2. Improve understanding of data within the school
district3. Increase use of data to make program and policy
decisions4. Enable easier access to data – for all constituencies5. Enable consistent and high-quality data releases6. Increase data security7. Reduce operational friction 8. Protect the needs of data stakeholders 9. Reduce costs and increase effectiveness through
coordination of efforts 10.Ensure transparency of processes
Slide 7© Center for Educational Leadership and Technology (CELT) 2008
Data Governance ~ Key Strategies
• Increase accountability for data accuracy Establish management support and involvement Establish a Data Governance Policy for the school district Assign Data Managers/Stewards and Data Quality Director Assign one designated Data Steward for each data element
• Eliminate redundant data Collect data one time Store data once - share data from its designated source system Identify the system of record for all data elements Reduce collection of/reliance on aggregate data Establish a calendar to manage/control data collection/reporting events
o Document data processes Define all data elements Ensure processes are documented, standardized and repeatable Standardize data processes from year to year Reduce manual manipulation of data
Slide 8© Center for Educational Leadership and Technology (CELT) 2008
Data Governance ~ Key Strategies
• Manage data releases Establish a clear process for managing data releases Identify the official source of data for all external reporting
• Communicate all data decisions/changes Involve the schools in the process – communicate with them regularly Establish an annual cycle for requesting all changes to data collections Coordinate all database revisions through the Data Management
Working Group
• Make data quality a priority Establish proactive data quality trending processes among all Data
Stewards Maintain and actively pursue a data issues log and issue resolution
process Increase the use of student-level data for external reporting
Slide 9© Center for Educational Leadership and Technology (CELT) 2008
Data Governance ~ Key Strategies
• Build with the future in mind Document the current-state information architecture Design the future-state information architecture Make all major decisions based upon the future-state architecture
• Make data security everyone’s job Provide training program for all new employees Require that all employees sign the security policy annually Engage Data Stewards in security decisions for their data
• Require that data is treated as a Department asset – not an IT asset and not a program-area asset.
Slide 11© Center for Educational Leadership and Technology (CELT) 2008
Tier 1 – Data Policy Committee (DPC) comprised of appropriate executive management policy makers.
Tier 2 – Data Management
Data Governance Structure
Working Group (DMWG) comprised of Data Stewards, led by a Data Quality Director.
Tier 3 – Temporary work teams assigned to address data issues.
Slide 12© Center for Educational Leadership and Technology (CELT) 2008
Data Quality Director Roles
1. Ensure the data stewards are performing their duties.
2. Manage and chair the DMWG.3. Maintain a data collection and reporting
calendar.4. Maintain a critical data issues log.5. Convene working groups of data stewards to
address critical data issues that involve multiple program areas.
6. Facilitate collaboration between program areas.
7. Review database revisions with the DMWG.
Slide 13© Center for Educational Leadership and Technology (CELT) 2008
Data Steward Roles
1. Determines how data is defined, collected, quality assured, and reported.
2. Establishes access rights and security levels.3. Reviews and approves data releases. 4. Identifies and recommends solutions for data
issues.5. Verifies that data elements are recorded and
kept current in the data collection and reporting calendar.
6. Establishes procedures to ensure the data is properly collected.
7. Participates on the Data Management Committee.
Slide 14© Center for Educational Leadership and Technology (CELT) 2008
Tier 1 – DPC Roles
1. Establishes data governance policy.
2. Assigns data stewards and members of the Data Management Working Group.
3. Resolves data and process issues referred by the Data Management Working Group.
4. Approves policies as recommended by the Data Management Working Group.
Slide 15© Center for Educational Leadership and Technology (CELT) 2008
Tier 2 - DMWG Roles
1. Provides support and strategy for data sharing and management.
2. Establishes policies for the proper management and use of data.
3. Is the sponsor organization for the data warehouse.4. Provides leadership and direction in maintaining a
data collection calendar and data inventory. 5. Works with CIO to establish a data architecture
(standards, policies, processes, and database structures) for the State.
6. Reviews all requests for new data structures and application systems and recommends their approval.
Slide 16© Center for Educational Leadership and Technology (CELT) 2008
Data Categories
Data Category
School Directory Data
Curriculum and Instruction Data
Student Demographic Data
Career and Technical Education Data
Attendance and Enrollment Data
Professional Development Data
School Instructional Programs, Course Data
English Language Learner Data
Immigrant and Migrant Student Data
Assessment Data
Special Education Data
Federal Programs and Grants Data
Data Category
Supplementary Education Services Data
Early Childhood Data
Financial and Budget Data
School Staff and Certification Data (Highly Qualified)
Child Nutrition and Economic Status Data
Discipline, Dropout, Graduation Rate Data
Course Scheduling Information
Grades/Marks Information
Facilities Information
Health Conditions
Transportation/Boundary Data
Slide 17© Center for Educational Leadership and Technology (CELT) 2008
Issue Resolution
17
• Identifying Solutions• Escalation Process
Data Users
Data Steward
Data Management Working Group
Data Policy Committee
(Leadership)
Supt.
Issu
e E
scal
atio
n an
d A
ccou
ntab
ility
Slide 18© Center for Educational Leadership and Technology (CELT) 2008
Resolving Issues
18
Data User
IdentifiesData Issue
Data Quality Director
Data Steward
Issue Correcte
d
What typeof
issue?
Tier 1
Can solveissue?
Yes
No
Tier 2
Data Management Working Group
Tier 3
Data Policy Committee
(Leadership Team)
Data Resolution Process
Can solveissue
?
No
Yes
Application Sponsor
Can solveissue?
No
SingleCategor
y
MultipleCategor
y
Application
Issue
Yes
Slide 19© Center for Educational Leadership and Technology (CELT) 2008
Questions
Rick RozzelleCenter for Educational
Leadership and [email protected]
(774) 2492112