The First Step in Information Management www.firstsanfranciscopartners.com Sustainable Data Governance: Adding Value for the Long Term Kelle O’Neal kelle@firstsanfranciscopartners.com 4154259661 @1stsanfrancisco
The First Step in Information Management
www.firstsanfranciscopartners.com
Sustainable Data Governance: Adding Value for the Long Term
Kelle O’Neal [email protected]
415-‐425-‐9661 @1stsanfrancisco
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Why We’re Here
Purpose:
Understand criQcal success factors for sustainability of a Data Governance Discipline
Outcome: § Understanding Data Governance FoundaQon
§ Understanding how to make governance a core competency § PracQcal knowledge that can be immediately implemented
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Agenda
§ Level SeTng -‐ FSFP’s perspecQve on Data Governance § Obstacles & Challenges to Sustainability § CreaQng Sustainable Data Governance − OrganizaQon − Alignment − Metrics & Measurements − CommunicaQon − Embedding Governance
§ Ensuring success
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Level SeTng
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Data Governance DefiniQon
§ Data Governance is the organizing framework for establishing strategy, objecQves and policy for effecQvely managing corporate data.
§ It consists of the processes, policies, organizaQon and technologies required to manage and ensure the availability, usability, integrity, consistency, audit ability and security of your data.
CommunicaQon & Metrics
Data Strategy
Data Policies and Processes
Data Standards
and Modeling
A Data Governance Program consists of the inter-workings of strategy, standards, policies and communication.
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Data Governance Framework
pg 6
• Vision & Mission • Objectives & Goals • Alignment with Corporate
Objectives • Alignment with Business
Strategy • Guiding Principles
• Statistics and Analysis • Tracking of progress • Monitoring of issues • Continuous Improvement • Score-carding
• Policies & Rules • Processes • Controls • Data Standards & Definitions • Metadata, Taxonomy,
Cataloging, and Classification • Operating Model • Arbiters & Escalation points • Data Governance
Organization Members • Roles and Responsibilities • Data Ownership &
Accountability
• Collaboration & Information Life Cycle Tools
• Data Mastering & Sharing • Data Architecture & Security • Data Quality & Stewardship
Workflow • Metadata Repository
• Communication Plan • Mass Communication • Individual Updates • Mechanisms • Training Strategy
• Business Impact & Readiness • IT Operations & Readiness • Training & Awareness • Stakeholder Management & Communication • Defining Ownership & Accountability
Change Management
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Develop and execute architectures, policies and procedures to manage the full data lifecycle
Enterprise Data Management
Enterprise Data Management Ensure data is available, accurate, complete and secure
Data Quality Management Data Architecture Data
RetenQon/Archiving
Master Data Management
Big Data Management
Metadata Management
Reference Data Management
Privacy/Security
DATA GOVERNANCE
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The Big Picture: EIM Framework
Provides a holisQc view of data in order to manage data as a corporate asset
Enterprise InformaQon Management
InformaQon Strategy
Architecture and Technology Enablement
Content Delivery
Business Intelligence and Performance Management
Data Management InformaQon Asset Management
GOVERNANCE
ORGANIZATIONAL ALIGNMENT
Content Management
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Obstacles & Challenges
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The landscape is changing …
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Obstacles
§ CompeQng prioriQes and lack of resources § Data Ownership and other territorial issues § Lack of cross-‐business unit coordinaQon § Lack of data governance understanding § Resistance to change or transformaQon § Lack of execuQve sponsorship and buy-‐in § Resistance to accountability § Lack of business jusQficaQon § Inexperience with cross-‐funcQonal iniQaQves § Change of personnel
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Obstacles
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Why is Data Governance Important?
Internal pressures: § Desire to understand customer at any Qme from any channel
§ Data Quality issues are persistent § Balance of old mainframe systems with new technologies
§ Movement to the cloud and losing control of data
§ Data Volumes are increasing
§ Mobile apps enabling data to be created and accessed anywhere
§ Project oriented approach to addressing issues/opportuniQes
External pressures: § Greater amounts of new regulaQons
§ Increasing Customer Demands – my informaQon anywhere at any Qme
§ Technology and market changes outpacing ability to respond
Ensures the right people are involved in determining standards, usage and integra4on of data across projects, subject areas and lines
of business
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Establishing the OrganizaQon
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Don’t base your program on specific individuals
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Process
• How are decisions made?
• Who makes them? • How are Commihee’s used?
Culture
• Centralized • Decentralized • Hybrid
OperaQng Model • Data Governance
Owner • SME’s • Leadership
People
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OperaQng Model
§ Outlines how Data Governance will operate § Forms basis for the Data Governance organizaQonal structure – but isn’t an org chart
§ Ensures proper oversight, escalaQon and decision making § Ensures the right people are involved in determining standards, usage and integraQon of data across projects, subject areas and lines of business
§ Creates the infrastructure for accountability and ownership pg 17
Wikipedia: An OperaQng Model describes the necessary level of business process integraQon and data standardizaQon in the business and among trading partners and guides the underlying Business and Technical Architecture to effecQvely and efficiently realize its Business Model. The process of OperaQng Model design is also part of business strategy.
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Types of OperaQng Models
§ Centralized − Similar to a top down project model
§ Decentralized − Flat structure, more virtual/grassroots in nature
§ Hybrid / Federated
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Pros: • Formal Data Governance execuQve posiQon • Data Governance Steering Commihee reports directly to execuQve • Data Czar/Lead – one person at the top; easier decision making • One place to stop and shop • Easier to manage by data type
Cons: • Large OrganizaQonal Impact • New roles will most likely require Human Resources approval • Formal separaQon of business and technical architectural roles
Bus / LOBs
OperaQng Model -‐ Centralized
pg 19
DG Execu<ve Sponsor
DG Steering Commi@ee
Center of Excellence (COE)
Data Governance Lead
Technical Support
Data Architecture
Group
Technical Data Analysis Group
Business Support
Business Analysis Group
Data Management
Group
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LOB/BU Data Governance Steering Commi@ee
LOB/BU Data Governance Working Group
OperaQng Model -‐ Decentralized
pg 20
Data Stewards Application Architects
Business Analysts Data Analysts
Pros: • RelaQvely flat organizaQon • Informal Data Governance bodies • RelaQvely quick to establish and implement
Cons: • Consensus discussions tend to take longer than centralized edicts • Many parQcipants compromise governance bodies • May be difficult to sustain over Qme • Provides least value • Difficult coordinaQon • Business as usual • Issues around co-‐owners of data and accountability
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OperaQng Model -‐ Hybrid
pg 21
Pros: • Centralized structure for establishing appropriate direcQon and tone at the top • Formal Data Governance Lead role serving as a single point of contact and accountability • Data Governance Lead posiQon is a full Qme, dedicated role – DG gets the ahenQon it deserves • Working groups with broad membership for facilitaQng collaboraQon and consensus building • PotenQally an easier model to implement iniQally and sustain over Qme • Pushes down decision making • Ability to focus on specific data enQQes • Issues resoluQon without pulling in the whole team
Cons: • Data Governance Lead posiQon is a full Qme, dedicated role • Working groups dynamics may require prioriQzaQon of conflicQng business requirements • Too many layers
Data Governance Steering Commihee
Data Governance Office
Data Governance Working Group
Business Stakeholders IT Enablement
Data Governance Organization
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OperaQng Model -‐ Federated
Pros: • Centralized Enterprise strategy with decentralized execuQon and implementaQon • Enterprise Data Governance Lead role serving as a single point of contact and accountability • “Federated” Data Governance pracQces per Line of Business (LOB) to empower divisions with differing requirements • PotenQally an easier model to implement iniQally and sustain over Qme • Pushes down decision making • Ability to focus on specific data enQQes, divisional challenges or regional prioriQes • Issues resoluQon without pulling in the whole team
Cons: • Too many layers • Autonomy at the LOB level can be challenging to coordinate • Difficult to find balance between LOB prioriQes and Enterprise prioriQes
Enterprise Data Governance Steering Commihee
Enterprise Data Governance Office
Data Governance Groups
Data Governance OrganizaQon
pg 22
Business Stakeholders
IT Enablement
Divisional DG Office
Business Stakeholders
IT Enablement
Divisional DG Office
Business Stakeholders
IT Enablement
Business Stakeholders
IT Enablement
Divisional DG Office
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OperaQng Model Roles and ResponsibiliQes § Data Governance Steering Commihee − Provides overall strategic vision − Approves funding, budget and resource allocaQon for strategic data projects − Establishes annual discreQonary spend allocaQon for data projects − Adjudicates intractable issues that are escalated − Ensures strategic alignment with corporate objecQves and other business unit iniQaQves
§ Data Governance Office − Chairs the Data Governance Steering Commihee and Data Governance Working Group − Acts as the glue between the Data Governance Steering Group and the Working Commihee − Defines the standards, metrics and processes for data quality checks, invesQgaQons, and resoluQon − Advises business and technical resources on data standards and ensures technical designs adhere to
data architectural best pracQces to ensure data quality − Adjudicates where necessary, creates training plans, communicaQon plans etc
§ Data Governance Working Group − Governing body comprised of data owners across Business and IT funcQons that own data definiQons
and provide guidance & enforcement to drive change in use and maintenance of data by the business − Validates data quality rules and prioriQze data quality issue resoluQon across the funcQonal areas − Trains, educates, and creates awareness for members in their respecQve funcQonal areas − Implements data business processes and are accountable to decisions that are made
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Typical DG Office Deliverables
§ Some Typical Deliverables: § Documented DG Strategy, Vision, Mission, ObjecQves § Documented DG Guiding Principles § Documented roles & responsibiliQes of the various members § Up to date OperaQng Model § RACI matrices § Templates for Policies and Processes § Templates for capturing metrics and measurement requirements § Templates for steering commihee meeQngs § Training Plans § CommunicaQon Plans § Template for regular DG communicaQon § Templates for logging issues needing escalaQon and eventual resoluQon § Templates for new DG service requests § Checklists for new projects to ensure adherence to DG standards
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Typical Roles
§ Business Steward § Data Owner § Data Steward § Data Quality Analyst § Business Analyst § Data Architect § Technical Leads (MDM, Metadata, Reference Data, App)
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Sample Data Governance OperaQng Model
Direc<on
TBD Execu<ve Sponsor Business and IT
Business Steward Leads Service Order Management
Finance FP&A Sales
Market Strategy
Analy<cs
Data Governance Steering Commi@ee
Finance (CFO)
InternaQonal (President)
Global Services (COO)
IT (CIO)
MarkeQng (CMO)
Data Governance Office Data Governance Leads
Business and IT Data Governance Coordinator
Management
Provides budget and resource approvals. Forum for issue escalaQon
Craps the enterprise data strategy, including polices, processes and standards to ensure that data is managed as an asset
Execu<ve Level
Management Level
Stewards data within their BU to ensure that the enterprise policies are applied
Tac<cal Level
Strategic Level Provides overall strategic direcQon, budget and resource approvals forum for issue escalaQon
Execu<on
Data Management IT Support Group
Data Quality Lead Metadata Lead
Data Architect
BI Delivery
Opera<ons External Repor<ng
DGWG
Enterprise Architect BA
Data Analyst IT Security
Privacy
Legal Data Stewards
Risk
Centralized Data Steward Pool
Accoun<ng
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Data Governance Leadership Team
Sample MulQ-‐Domain OperaQng Model
Program Oversight & DirecQon
ExecuQve Sponsor
Program Management DG Working Group
Data Governance Program Management Team DG Program Manager
DG Coordinator
Program ExecuQon
IT Manager
Data Domain Owners
Business Data Leads
Data AcquisiQon
Data Stewardship
IT Enablement
Supply Chain InternaQonal Sales HR Finance IT MarkeQng
Customer Product Employee Vendor Supplier
DG Data Quality Manager
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Principle Descrip<on Be clear on purpose Build governance to guide and oversee the strategic and enterprise mission
Enterprise thinking Provide consistency and coordinaQon for cross funcQonal iniQaQves. Maintain an enterprise perspecQve on data
Be flexible If you make it too difficult, and people will circumvent it. Make it customizable (within guidelines), and people will get a sense of ownership
Simplicity and usability are the keys to acceptance
Adopt a simple governance model people can use. A complicated and inefficient governance structure will result in the business circumvenQng the process
Be deliberate on par<cipa<on and process
Select sponsors and parQcipants. Do not apply governance bureaucracy solely to build consensus or to saQsfy momentary poliQcal interest
Enterprise wide alignment and goal congruence
Maintain alignment with both enterprise and local business needs. Guide prioriQzaQon and alignment of iniQaQves to enterprise goals
Establish policies with proper mandate and ensure compliance
Clearly define and publicize policies, processes and standards. Ensure compliance through tracking and audit
Communicate, Communicate, Communicate!
Frequent, directed communicaQon will provide a mechanism for gauging when to “course correct”, manage stakeholder and effecQveness of the program
Data Governance Design Principles
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Keys to a Successful DG OrganizaQon
§ Governance team must contain members from mulQple lines of business § Ensures cross funcQonal buy-‐in and ownership § Key lines of business must be represented
§ Team members must represent both business and IT § IT needs to be able to implement per the governance policies and the business needs to be aware of IT limitaQons…
§ Team needs to meet on a regular basis § Business is constantly changing § Discuss new and emerging programs § Current IT acQviQes and their effect on the data § Review policies and study measurement output
§ Agreed upon fundamentals that serve as the Guiding Principles § If this doesn’t exist, the first mandate is to create this § Standards are mechanisms for Qe-‐breaking
§ Clear lines of communicaQon § Regular interacQon with execuQve management § Ensure communicaQon methods to enforce policies at the steward and stakeholder level § Invite stewards, project managers, stakeholders etc to provide status updates on criQcal iniQaQves that affect the data
§ Ensure the Opera<ng Model fits the culture of the company
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Exercise: CreaQng an OperaQng Model
§ Part One: 10 minutes § Describe your current organizaQonal structure § Is your organizaQon centralized or decentralized? § How are decisions made in your organizaQon? Consensus? Fiat? § Are there any decision making bodies or commihees? If yes: − What is their structure? − Who is part of it? − What is their mandate? − What are their current roles and responsibiliQes?
§ Share and discuss
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Exercise Workspace § Describe your current organizaQonal structure
§ Is your organizaQon centralized or decentralized?
§ How are decisions made in your organizaQon? Consensus? Fiat?
§ Are there any decision making bodies or commihees? If yes: − What is their structure?
− Who is part of it?
− What is their mandate?
− What are their current roles and responsibiliQes? pg 31 Copyright (c) 2015 - First San Francisco Partners www.firstsanfranciscopartners.com Proprietary and Confidential
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Exercise: CreaQng an OperaQng Model
§ Part Two: 10 minutes § IdenQfy which OperaQng Model best fits your organizaQon § Why do you think it’s the best fit? § IdenQfy possible exisQng commihees that can be leveraged to create the DG Steering Commihee − What are their current roles and responsibiliQes? − Who currently sits on that Commihee? − Who else would need to parQcipate if it was used for DG decisions? − Is there anyone on the Commihee that doesn’t need to be involved in DG decisions?
§ Share and discuss
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Exercise Workspace
§ IdenQfy which OperaQng Model best fits your organizaQon
§ Why do you think it’s the best fit?
§ IdenQfy possible exisQng commihees that can be leveraged to create the DG Steering Commihee
− What are their current roles and responsibiliQes?
− Who currently sits on that Commihee?
− Who else would need to parQcipate if it was used for DG decisions?
− Is there anyone on the Commihee that doesn’t need to be involved in DG decisions?
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Alignment
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Random House DicQonary: a state of agreement or cooperaQon among persons, groups, naQons, etc., with a common cause or viewpoint.
Wikipedia: Alignment is the adjustment of an object in relaQon
with other objects, or a staQc orientaQon of some object or set of objects in relaQon to others.
Understanding a process from the perspec4ve of others Working individually towards a common goal
DefiniQon of Alignment
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Impact on Governance Programs
Sources of mis-‐alignment § Lack of understanding − Of how an individual’s role fits into Corporate ObjecQves
− Of other jobs, roles, experiences, objecQves
§ ConflicQng/ compeQng objecQves
§ PoliQcs § CommunicaQon styles
§ Personality conflicts
Importance of Alignment § Creates a conQnual “buy-‐in” process with all Stakeholders
§ Helps organizaQons “think globally and act locally”
§ OpQmizes resources to manage costs
§ Work towards a common goal
§ Minimizes risk
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Alignment Process
• Why is this important?
• Why should we care?
Value
• Who cares? • Why should they care?
Stakeholders • How does the value benefit the stakeholders?
Linkage
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IdenQfy and Align Values
pg 39
Value of DG to Business Value of DG to IT
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IdenQfy Stakeholders
§ Who are the Stakeholders? § IT § OperaQons § Compliance § Line of Business
§ What are their drivers? § What are their key goals? § What are their concerns? § What are they trying to avoid?
§ What are their prioriQes? § Which goals are criQcal? § What happens if those goals aren’t achieved?
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pg 41 Proprietary & Confidential
Stakeholder Map
Value of DG to Business
Value of DG to IT
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Linkage is the tacQcal process of mapping your delivery to the issues important to the stakeholder. • Per Stakeholder, idenQfy what is important to them and why.
§ What happens if they don’t achieve their goal? • List elements of DG soluQon
• Choose Top 3 • Choose up to 3 elements of the DG soluQon and arQculate how those deliverables can help that person achieve their goals
§ ConQnually ask yourself, So What?
Linkage delivers Alignment
Create Linkage
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PotenQal Deliverables
§ Consistency of customer/product/employee data § Improve data quality § Improve data consumpQon and appropriate usage § Create and understand data lineage § Create a data plasorm to support a single face to the Customer § Facilitate the concept of “Single Sourcing” of data to the Data Warehouse and Business ApplicaQons
§ Create and implement common enterprise systems/tools and processes for selected data
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DG Program
Sales/MarkeQng Improve Understanding of
Customers Improve SegmentaQon
Understand Risk
IT Improved ProducQvity
ProacQvely support business Lower TCO
Improved Data Quality
Single Repository of Customer Data
Create Data Lineage
ArQculate Linkage
The Single Repository of Customer data will improve my understanding of customers by providing me a trusted source of Qmely, accurate and perQnent data from which to execute analyQcs, segmentaQon and risk assessment.
CreaQng and understanding Data Lineage will improve IT producQvity by reducing the Qme spent searching for data, ensure the appropriate data is used and validaQng the data. Data Lineage that is created and understood by both IT and business will facilitate a common language and enable IT to beher support the business growth and expansion.
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• Per Stakeholder, idenQfy what is important to them and why. § What happens if they don’t achieve their goal?
• List elements of DG soluQon • Choose Top 3
• Choose up to 3 elements of the DG soluQon and arQculate how those deliverables can help that person achieve their goals
§ ConQnually ask yourself, So What? § 10 minutes § Share and discuss
Exercise
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Exercise Workspace
Stakeholder Deliverable Linkage Statement
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Linkage creates Alignment
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Metrics & Measurement
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Why are Metrics Important?
Alignment
Relevance
Value
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DefiniQon
§ Metric − A metric is any standard of measurement
§ Number of business requests logged § Number of data owners idenQfied § Percentage business requests resolved within agreed SLA, etc.
§ Key Performance Indicator (KPI) − A Key Performance Indicator (KPI) is a quanQfiable metric that the DG Program has chosen that will give an indicaQon of DG program performance. − A KPI can be used as a driver for improvement and reflects the criQcal success factors for the DG Program
§ A metric is not necessarily a KPI
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Metrics/KPIs examples
pg 51
People
§ # of DGWG decisions backed up by the steering commihee
§ # of approved projects from the DGWG
§ # of issues escalated to DGP and resolved
§ # of data owners idenQfied
§ # of data managers idenQfied
§ DG adop4on rate by company personnel (Survey)
Process
§ # of data consolidated processes
§ # of approved and implemented standards, policies, and processes
§ # of consistent data definiQons
§ Existence of and adherence to a business request escalaQon process to manage disputes regarding data
§ Integra4on into the project lifecycle process to ensure DG oversight of key ini4a4ves
Technology
§ # of consolidated data sources consolidated
§ # of data targets using mastered data
§ Address accuracy for mailing/shipping
§ Data integrity across systems
§ Records/data aged past target
§ Presence and usage of a unique identifier(s)
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Aligning Benefit to Value
Benefits of Data Governance
• Data lineage and auditability • Improved data transparency and quality • Repeatable processes and reusable arQfacts
• Consistent definiQons • Appropriate use of informaQon • CollaboraQon among teams, business units, etc..
• Accountability for informaQon use • Quality of all data types • Easier sharing of informaQon • Visibility into the enterprise via data • InformaQon security
Content property of IMCue and FSFP, Copyright 2013 ReproducQon prohibited pg 52 Copyright (c) 2015 - First San Francisco Partners www.firstsanfranciscopartners.com Proprietary and Confidential
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CreaQng Metrics
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Process to Establish Metrics
pg 54
Issues • What are the issues in your group?
• What do you mean by that?
• Why is it important?
• What are your objecQves?
Goals • What is the change you would like to see? What acQon?
• How will that change impact you?
• What is the impact if those objecQves aren’t met?
Metrics/KPI’s • What processes are involved in that change?
• How is informaQon used in that process?
• What informaQon is used? What data?
• What data improvements are needed?
Impact • PosiQve change created by addressing issues
• Benefit of improving data to impact objecQve
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GeTng to Data Change Metrics
Issues/Objec<ves
Goals Informa<on Data Data Change Addi<onal Ac<on
Report Quality and Accuracy
Improve Data Understanding
Accounts Client InformaQon
Reduce duplicaQon of client data
Improve Data Transparency
Increase completeness of record
Reduce Manual RemediaQon
Track data lineage
Ensure thoroughness of data sources
Products owned
Increase Completeness of record
Ensure thoroughness of data sources
Households RelaQonship
Groups pg 55 Copyright (c) 2015 - First San Francisco Partners www.firstsanfranciscopartners.com Proprietary and Confidential
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Sample Data Metrics
Data Change Measurement Target Frequency
Reduce DuplicaQon of Client Data
% DuplicaQon 99% Daily
Increase Completeness of Client Record
% Completeness of key fields 99% Daily
Track Data Lineage Completeness of lineage diagram 99% Monthly
Ensure Thoroughness of Client Data Sources
Review of data acquisiQon and ETL process Business consensus
Quarterly
Increase Completeness of Products Owned
% Completeness of key fields 99% Weekly
Ensure Thoroughness of Product Data Sources
Review of data acquisiQon and ETL process
Business consensus
Quarterly
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GeTng to Business Change / Impact Metrics
pg 57
Goal Measurement Target Frequency
Improve Data Understanding
Completeness of Business Glossary % of Business Users Trained
100% 100%
Monthly Monthly
Improve Data Transparency
Completeness of Lineage 80% Monthly
Reduce Manual RemediaQon
Time to complete report process (baseline is 6 days)
1 Day Monthly
Increase Report Quality and Accuracy
Improved Business Stakeholder SaQsfacQon Survey Reduced Issue Requests
Business Approval 10% drop
Quarterly Monthly
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Sample Metrics
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4
ImplemenQng Data Governance at XXX ensures our data is managed as an asset of the firm
§ A Data Governance Office will be established to administer XXX’s data governance policies and standards, working with the various assigned Data Owner and Business Data Stewards across the corporaQon
§ Managing data as an asset will enable XXX data to be: − Discoverable (“I understand what data is available to me and where it lives”) − Accessible (“I know how to and who can access the data”) − Trusted (“I feel confident in the quality in the data”) − AcQonable (“I know what that data is and can use it to derive business value”)
§ This will increase the value of our data and allow us to beher leverage data to drive compeQQve advantage
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From Vision to Measurement
Data Value
Discoverable
LocaQon
Book of Record Book of
Reference InformaQon
Layer
Content
Ahributes
Metadata
DefiniQon
Accessible Access Rights
Data ClassificaQon
Privacy
User Role Data Owner
Trusted Data Quality 7 Dimensions
of Quality Reproduce-‐
able
AcQonable
Purpose Guidelines
Meaning DefiniQon
Metadata
Data Change
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Sample Data Metrics
Data Change Measurement Target Frequency
Uniqueness % Uniqueness of Party 99% Daily
Completeness % Completeness of key fields 99% Daily
Data DefiniQons (Business Metadata)
Completeness of DefiniQons 100% over Qme
Monthly
Metadata (Technical)
Complete accurate Metadata 100% over Qme
Monthly
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Exercise
§ ArQculate an Issue − What is the issue? − Why is it important?
§ Determine the Goals − What is the change you’d like to see?
§ Define the Metrics − How can we measure the components?
§ ArQculate the Impact measure
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Exercise Workspace
pg 63
Issue Goals Metrics Impact
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CSIM SCORECARD
BU 2 SCORECARD
ESIM SCORECARD
BU 1 SCORECARD
XXX DATA GOVERNANCE SCORECARD
(FUTURE STATE) STRATEGIC VIEW
OPERATIONAL SCORECARDS
CONSOLIDATED BY BUSINES UNIT
SETUP
RULES THRESHOLDS DATA QUALITY DIMENSIONS FFREQUENCY WEIGHTING ALL SCORECARDS
START WITH A BASELINE
Scorecard Approach: Show some vision forward
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD ATTRIBUTE
SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
ATTRIBUTE SCORECARD
Ahribute level Supports OperaQonal Use Case
EnQty Level Supports CSC Data Governance
(Strategic Value)
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CommunicaQon & Stakeholder Management
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Why is CommunicaQon Important?
pg 66
Ø Creates Awareness
Ø Aligns expectaQons
Ø Creates an opportunity for feedback / engagement
Ø ProacQvely addresses Change
Ø Publishes Success
Ø Answers the quesQons “Why?” and “What’s in it for me?”
Ø Aligns acQviQes
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TranslaQng Data Value into Business Value
§ CommunicaQon is key to maintaining commitment § The right metrics help maintain alignment − Metrics have no value if they aren’t aligned to the interests of a stakeholder − Ensure there is some way of measuring how the improvement in data is helping stakeholders progress toward their goals − What informaQon do you need to track and measure to those goals?
§ Translate the value statement into the language of the recipient
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Purpose: Increase Stakeholder Engagement
Using this framework enables clear gaps in stakeholder engagement to be idenQfied and subsequent change strategies to be put in place to enable the gaps to be closed
T I M E Status Quo Vision
COM
MIT
MEN
T /
ENTH
USI
ASM
High
Contact I’ve heard about this program/project
Low
I know the concepts
Awareness
I understand how Program/project positively impacts
and benefits me and the organization
Positive Perception
This is how we do business Institutionalization
Understanding I understand what this means to me and the organization as a whole
Adoption I am willing to work hard to make this a success
Internalization I’ve made this my own and will constantly create innovative ways to use it
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• Engagement Strategy: • Focused effort must be given
to high priority groups • Provide sufficient level of
informaQon to less influenQal groups to ensure buy-‐in
• Move people and or groups to the right by trying to increase their level of interest
• Forms the foundaQon of your engagement / communicaQon strategy
Stakeholder Engagement Strategy
pg 69
Meet Their Needs
Key Player
Least Important
Show Considera<on
Stakeholder Influence
Stakeh
olde
r Infl
uence
Stakeholder Interest
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What is a CommunicaQon Plan?
§ CommunicaQon Plan DefiniQon − A wrihen document that helps an organizaQon achieve its goals using wrihen and spoken words. − Describes the What, Why, When, Where, and How
§ Importance of a CommunicaQon Plan − Gives the working team a day-‐to-‐day work focus − Helps stakeholders and the working team set prioriQes − Provides stakeholders with a sense of order and controls − Provides a demonstraQon of value to the stakeholders and the business in general − Helps stakeholders to support the DG Program − Protects the DG Program against last-‐minute demands from stakeholders
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CommunicaQon Plan
§ Brings it all together: − Who do we need to communicate to? − What informaQon will be important to them? − Metrics that map to their professional and personal goals − How frequently should they be updated? − What is the method of communicaQon? − Who should be communicaQng to them?
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Components of a CommunicaQon Plan
Communica<on Plan Stakeholder: XXX
QualitaQve InformaQon Any general qualitaQve informaQon that I would like to receive related to this deliverable
QuanQtaQve InformaQon
Of the quanQtaQve metrics that have been defined, which are the ones I would like to be informed about AND how do I want the metric communicated to me to make the message perQnent
Frequency How open do I want to be informed about progress
Method What is my preferred mechanism of receiving the informaQon
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Item Frequency Description Purpose Audience Documentation From Date Owner Status
Meetings
First BSL Meeting One-Time Introduction
Get explicit buy-in from the participants and resource ask
DGWG BSLs PowerPoint Presentation John 8/25/11 John Complete
DGWG Core Team Kickoff Meeting One-Time DGO kickoff and vision from IT Sponsor
Kickoff DGWG-Core, IT Sponsor
PowerPoint presentation John 9/15/11 John Complete
DGO Launch Logistics One-Time Communication announcing the DGO Plan on the best way to communicate the DGO launch and PR effort
DGO, SVB Corporate Communication
Email John TBD John Complete
DGO-DGWG-Core Status Meeting Weekly DGWG accomplishments, progress towards goals and issues
Status DGWG-Core members SharePoint Agenda & Content
John Ongoing Flo In progress
Meeting with DGO IT Lead Weekly Planning and strategy Status/Planning DGO Chair, DGO IT Lead and DGC
John Ongoing John
DGO & MDM alignment meetings Weekly MDM Implementation update Status MDM team, DGO Chair & DGC
Agenda Rebecca Ongoing Rebecca
Mentoring program (Data Stewardship Program)
Weekly Opportunity to learn from Business Steward Leads. Best practices, polices, processes, standards, definitions
Enrichment DGWG Data Stewards Data Stewardship Best practices. DGO Polices, processes, standards, definitions
TBD TBD TBD Not Started
Meeting with Program Sponsors Bi-Weekly? Provide DGWG accomplishments, progress towards goals and issues
Status DGO Chair, Biz and IT Sponsor
PowerPoint presentation John TBD John Not Started
DGO-DGWG Decision (Core & Advisory) Meeting
Monthly DGWG voting meeting Vote and approve DGWG materials DGWG members SharePoint Agenda & Content
John Ongoing Flo In progress
DGO-DGWG - DM IT Support Group Meeting
Monthly DGWG DM IT Support Group team monthly update
Bring the advisory team up to speed on status before the decision meeting
DGWG Advisory members
SharePoint Agenda & Content
John TBD Flo Not Started
EIC Meeting Monthly DGWG accomplishments, progress towards goals, issues, documents for informational purposes only
Status, Informational EIC members PowerPoint presentation John Ongoing John In progress
Meeting with SAM - Fund Business stakeholders
As needed Relationship building/Expectations/Impact
DGO resource engagement Business Stakeholders Informal/deck, Email John TBD Flo Not Started
Meeting with Purchasing stakeholders
As needed Relationship building/Expectations/Impact
DGO resource engagement Business Stakeholders Informal/deck, Email John TBD Flo Not Started
Meeting with Product Implementation stakeholders
As needed Relationship building/Expectations/Impact
DGO resource engagement Business Stakeholders Informal/deck, Email John TBD Flo Not Started
Meeting with Global Product stakeholders
As needed Relationship building/Expectations/Impact
DGO resource engagement Business Stakeholders Informal/deck, Email John TBD Flo Not Started
DGO Town Halls One/Year DGWG accomplishments and progress towards goals Forum for open discussion
Team Building All DGWG members PowerPoint presentation John TBD Flo Not Started
Sample CommunicaQon Plan
pg 73
And these are just the meeQngs! Also: • Awareness & Training • CommunicaQon Vehicles • Knowledge Sharing • ….
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Embedding Data Governance
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Ensuring DG is Sustainable
• Incorporate DG goals into other goals, objecQves and incenQves Incorporate
• Align DG with strategic objecQves, programs and projects Align
• Embed DG into standard project, change control, new iniQaQve and operaQonal processes
Embed
• Focus on delivering business value Focus pg 75 Copyright (c) 2015 - First San Francisco Partners www.firstsanfranciscopartners.com Proprietary and Confidential
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Incorporate IncenQves
Carrots SQcks
Oversight AllocaQon
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Align with ObjecQves, Programs and Projects
§ Examples: § Alignment with Stakeholder goals (already discussed) § Alignment with Corporate ObjecQves § Alignment with strategic Programs/Projects
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Example: Alignment with Corporate ObjecQves
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Example: Tie Principles to Corporate ObjecQves
Corporate Objec<ve Principle
Client Data is a key asset to our company. We will enhance and manage this asset by emphasizing clear strategies, decisive acQon, innovaQon and results.
CapabiliQes Business stakeholders will get informaQon delivered at the right Qme, locaQon and amount as efficiently as possible.
ExecuQon Data Governance will introduce, support and drive standardizaQon of enterprise data.
Brand Best in class customer data quality will significantly improve both the internal as well as external customer experience.
People Data Governance should increase producQvity through centralized, streamlined processes and eliminate non-‐value added acQviQes. Maximizing automaQon is a key way to improve human resource efficiencies and is preferable over manual processes.
Principles drive crea.on and execu.on of policies, standards, processes, etc….
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Program / Project Alignment
pg 80 Copyright (c) 2015 - First San Francisco Partners www.firstsanfranciscopartners.com Proprietary and Confidential
Project IniQaQon
Project ExecuQon
Change Control OperaQonal
pg 81 Copyright (c) 2015 - First San Francisco Partners www.firstsanfranciscopartners.com Proprietary and Confidential
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Sample: Embed in Project IniQaQon Process
pg 82
IdenQfy informaQon/ infrastructure
needs
Profile to Iden<fy data issues
Analyze to Iden<fy root causes/ gaps
Design solu<ons to root cause
problems / gaps
Implement process & Tech
soluQons
Sustain
Proac.vely iden.fy problems and solve root causes Copyright (c) 2015 - First San Francisco Partners www.firstsanfranciscopartners.com Proprietary and Confidential
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Sample: Embed Data Governance Into Your Project Methodology
Engage DG, DQ, DA, MDM, Metadata Leads
Assess adherence to Guiding Principles
Alignment Workshop
Assess adherence to Guiding Principles
Engage DG, DQ, DA, MDM, Metadata Leads
Engage DG, DQ, DA, MDM, Metadata Leads
AddiQonal DG, DQ, DA, MDM and Metadata related deliverables added to ‘typical’ list: Data Profiling Reports, New/modified Score-‐cards, AddiQonal Metadata, New/modified Processes, Data Model Reviews, etc
Engage DG, DQ, DA, MDM, Metadata Leads
Engage DG Lead
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Sample: Embed Data Governance with Change IniQators/Control
A process flow will help ensure consistent change requests related to data
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Sample: OperaQonal Process (Client On-‐Boarding)
New Client Request
DocumentaQon & Due Diligence
Terms confirmed
Agreement / Contract Created
Create Client
• ExisQng or Previous Client (Master Data Check) • Data Standards and ValidaQon • Data Quality Check
• Regulatory Checks • RACI / Data Ownership • Data Enrichment • Data ClassificaQon • Data RemediaQon • Decision Making / EscalaQon Processes
• Hierarchy / RelaQonship Check • Client SegmentaQon
• Contract Management • Document Management
• Update Master Data • Create Hierarchies • Data Standards and ValidaQon • Data Quality Check • Data Sharing, Access & Use Policy • …
4
Ensuring Success
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Ensuring Success
§ The following factors are usually evident in a successful program: − First create a strategy and then follow it (agreed on starQng point & steps necessary) − Ensure solid alignment between Business & IT − Clearly defined and measureable success criteria − Small iteraQons vs. all or nothing − ExecuQve sponsorship is criQcal − IdenQfy and assess the importance of key people and or groups − Really know your data − Leverage prior experience/work…don’t re-‐invent the wheel − Embed governance into the operaQons of your company − Communicate, Communicate, Communicate!
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Principle Descrip<on
Be clear on purpose Build governance to guide and oversee the strategic and enterprise mission
Enterprise thinking Provide consistency and coordinaQon for cross funcQonal iniQaQves. Maintain an enterprise perspecQve on data
Be flexible If you make it too difficult, and people will circumvent it. Make it customizable (within guidelines), and people will get a sense of ownership
Simplicity and usability are the keys to acceptance
Adopt a simple governance model people can use. A complicated and inefficient governance structure will result in the business circumvenQng the process
Be deliberate on par<cipa<on and process
Select sponsors and parQcipants. Do not apply governance bureaucracy solely to build consensus or to saQsfy momentary poliQcal interest
Enterprise wide alignment and goal congruence
Maintain alignment with both enterprise and local business needs. Guide prioriQzaQon and alignment of iniQaQves to enterprise goals
Establish policies with proper mandate and ensure compliance
Clearly define and publicize policies, processes and standards. Ensure compliance through tracking and audit
Communicate, Communicate, Communicate!
Frequent, directed communicaQon will provide a mechanism for gauging when to “course correct”, manage stakeholder and effecQveness of the program
Governance Design Principles
pg 88
Design Principles
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pg 89
Thank you!
Kelle O’Neal [email protected]
415-‐425-‐9661 @1stsanfrancisco
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