Organisations now depend on data for planning, reporting, regulation and service delivery, yet few have agreed who owns it, how good it is, or who may use it. Poor data costs time in manual reconciliation, damages confidence in dashboards and exposes institutions to privacy and audit findings.

The Fundamentals of Data Governance, Quality & Stewardship Training Course gives participants a clear starting point. It explains what governance is and is not, how it differs from data management and IT security, and how to set it up in proportion to an organisation's size. Participants learn the key roles, the documents that guide behaviour, and the tools that make rules visible, such as glossaries, catalogues and data dictionaries. A substantial part of the programme is devoted to measuring and improving data quality, from profiling and rule design to issue logs and root cause analysis.

Teaching is hands-on and non-technical. Participants work with small sample datasets in spreadsheets, draft a data policy, define roles for a pilot domain and assemble a modest quality scorecard. They finish with a phased plan for introducing stewardship in their own organisation, including the support they will need from leaders.

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

• Explain the purpose, scope and components of a data governance programme.
• Define data domains and assign owners, stewards and custodians.
• Draft data policies, standards and a business glossary.
• Profile a dataset and define data quality rules and thresholds.
• Investigate the root causes of data quality problems and propose fixes.
• Describe the role of metadata, master data and data lineage in trustworthy reporting.
• Classify data by sensitivity and apply basic privacy and retention principles.
• Plan a phased governance programme with measures of success.

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

• Data and records management officers
• Database administrators and ICT officers
• Statisticians and research officers
• Monitoring, evaluation and learning officers
• Business intelligence and reporting analysts
• Finance, HR and operations managers who rely on system data
• Compliance, risk and data protection officers
• Managers in government agencies, NGOs, banks and utilities

Participants leave the programme with:

• A data governance operating model sketch with roles and decision rights.
• A one-page data policy they can adapt for their organisation.
• A starter business glossary and data dictionary template.
• A data quality rule set and scorecard for one dataset.
• An issue log format that connects problems to owners and fixes.
• A first-year roadmap with priorities and quick wins.

The programme favours clear explanations and practice over theory. It uses:

• Plain-language lectures with workplace examples
• Spreadsheet laboratories on profiling and rule testing
• Template-based exercises for policies, roles and glossaries
• Role-play of a governance council meeting
• Group feedback on draft plans

Participants who attend all sessions and complete the exercises receive a CPD-accredited Certificate of Completion issued by Vision Reach Global Consultancy.