Career Snapshot Master’s degree in computer science with Specialization in Software Engineering and Earned PGD in Management Information System. Accumulated 20+ years’ Information Technology, Data Governance, Data Management, and Compliance …
CDO – Chief Data Officer
Rule Of Chief Data Officer -CDO While most companies recognize at some level that data is a valuable corporate asset, only a few have appointed a Chief Data Officer (CDO) …
Build the Data Management Organization – Part 02
Identify and Analyze Stakeholders in Building the Data Management Organization Understanding Stakeholders A stakeholder is any person or group that can influence or be affected by the Data Security Management …
Build the Data Management Organization – Part 01
Identify Current Data Management Participants Reviewing Existing Data Management Teams When implementing the operating model, start with teams already engaged in data management activities. This will minimize the effect on …
Data Science – Process and Iterative Phases
Data Science Process: A Step-by-Step Scientific Approach The Data Science process follows the scientific method of refining knowledge by making observations, formulating and testing hypotheses, observing results, and formulating general …
Data Science – Dependency
Developing Data Science Solutions Developing Data Science solutions involves the iterative inclusion of data sources into models that develop insights. Data Science depends on: Rich Data Sources in Data Science …
Data Quality – Policy and Metrics
Data Quality Governance and Policy Integration Data Quality efforts should be supported by and should support data governance policies. For example, governance policies can authorize periodic quality audits and mandate …
Data Quality Program – Implementation Guidelines
Data Quality Implementation Guidelines Typically, a hybrid approach to executing data quality initiatives works best – top-down for sponsorship, consistency, and resources, but bottom-up to discover what is actually broken …
Data Quality – Audit Code Module and Metrics
Data Quality Checks and Audit Code Modules Create shareable, linkable, and re-usable code modules that execute repeated data quality checks and audit processes that developers can get from a library. …
Data Quality – Preventive and Corrective Actions
Data Quality Improvement: Preventive Actions How Does Metadata Improve Data-Quality The best way to create high quality data is to prevent poor Q.D from entering an organization. Preventive actions stop …