Data Quality Engineering in Financial Services: Applying Manufacturing Techniques to Data

Preface
    My Journey and a Brief History of Data in the  Financial Services Industry
    Conventions Used in This Book
    Online Figures
    O’Reilly Online Learning
    How to Contact Us
    Acknowledgments
1. Thinking Like a Manufacturer
    Operational Efficiency
    Lessons from Lean Manufacturing
        Coca-Cola: Excellence in Manufacturing Quality
        DASANI®: Purifying Water
    Manufacturing Control Specifications
        Water Quality Specifications
        Quality Control and Anomaly Detection
    Summary
2. The Shape of Data
    Data as Physical Asset
    Data Shape Concept Model
        Data Element
        Datum
        Data Universe
        Time Series Data
        Cross-Section Data
        Panel Data
        Data Volumes
    Data Dimensions and Attributes
        Data Attributes
        Data Dimensions
    Summary
3. Data Quality Specifications
    Manufacturing Controls
    DQS Overview
    Data Quality Tolerances
        Completeness
        Timeliness
        Accuracy
        Precision
        Conformity
        Congruence
        Collection
        Cohesion
    Summary
4. DQS Model Example
    Completeness DQS
    Timeliness DQS
    Accuracy DQS
    Precision DQS
    Conformity DQS
    Congruence DQS
    Collection DQS
        Example
    Cohesion DQS
        Example
    Fit for Purpose
    Summary
5. Data Quality Metrics and Visualization
    Data Quality Metrics
    Data Quality Visualization
    Summary
6. Operational Efficiency Cost Model
    Model Details
    Model Cost Assumptions
    Pre-Use Data Validations Versus Reconciliation
    Summary
7. Data Governance
    Establishing a Data Governance Function
        Principles of Data Governance
        Data Governance Function
        Data Governance Models
    Creating a Data Governance Program
        Organizing the Program
        Establishing the Data Governance Council
        Engaging the Data Management Function
        Engaging Business Functions
        Enhanced Data Governance Operating Model
        Data Governance Program Activities and Deliverables
    Data Governance Business Value
    Data Management Maturity
    Summary
8. Master Data Management
    Mastering Data
    Data Governance Synergies
    Data Management Synergies
    Summary
9. Data Project Methodology
    Business Requirements
        Defining the Business Use Case
        Mapping Business Processes and Data Flows
        Impact Analysis
        Defining Data Quality Scorecards
        Data Usage Policies
    Technology Requirements
        Defining the Application Data Processing Use Case
        Mapping Application Functions and Data Flows
    Data Governance Requirements
        Data Definition Tasks
        Data Integrity Tasks
        Data Management Tasks
    Summary
10. Enterprise Data Management
    Where to Begin?
    Understanding Data Volumes
    Engineering Data Quality
    Improving Efficiency
    Scaling Data Architectures and Pipelines
    Achieving a Data-Quality-First Culture
    Making It Happen
Index
About the Author