Data has become a core asset for banks, ministries, hospitals and development programmes, yet few organisations manage it with the care they give to money or people. Analytics, artificial intelligence and regulatory reporting all depend on data that is accurate, consistent and clearly owned. When it is not, projects stall, audits find gaps and managers lose faith in the numbers they are shown.

This hands-on programme takes governance out of the policy folder and into daily work. Participants start by assessing the maturity of their current data practices and agreeing a realistic scope. They design the operating model: roles, decision rights, committees, policies and standards. Attention then turns to quality, where participants profile real-looking datasets, define business rules, measure results and set up the routines through which stewards find and fix problems at source.

The final sessions extend into metadata, master and reference data, security and privacy obligations. Participants produce a governance charter, a set of quality rules and a stewardship plan tailored to a data domain from their own organisation.

By the end of the programme, participants will be able to:

• Assess data governance maturity and prioritise improvement areas.
• Define roles and responsibilities for owners, stewards and custodians.
• Draft data policies, standards and a governance charter.
• Profile datasets to measure completeness, accuracy, validity and uniqueness.
• Design data quality rules, thresholds and monitoring dashboards.
• Cleanse, standardise and deduplicate records using spreadsheet and SQL techniques.
• Build a business glossary and basic data catalogue with lineage notes.
• Apply access, privacy and retention controls to sensitive data.

The programme is intended for people who create, manage or depend on organisational data, including:

• Data managers and data stewards
• Business intelligence and reporting analysts
• Database administrators and data engineers
• Records and information managers
• Compliance, risk and internal audit officers
• Heads of department who own business data
• Monitoring and evaluation data managers in NGOs
• IT managers sponsoring data initiatives

Participants take away:

• A data governance charter and operating model outline.
• A role and responsibility matrix for owners and stewards.
• A library of data quality rules with measurement methods.
• A working data profiling and cleansing routine.
• A starter business glossary and catalogue template.
• A ninety-day stewardship plan for a chosen data domain.

The course is built around labs and templates that participants can reuse. It features:

• Profiling and cleansing labs on deliberately flawed sample data
• Template workshops to draft charters, policies and rule libraries
• Short briefings on frameworks and standards
• Scenario discussions on ownership disputes and conflicting reports
• Peer review of each stewardship plan

A CPD-accredited Certificate of Completion from Vision Reach Global Consultancy is issued to every participant who attends the full programme and completes the lab exercises.