Data has become an asset that boards, regulators and donors expect to be controlled, yet governance programmes are often judged by activity rather than results. Policies approved, committees formed and training sessions held say little about whether decisions are now made on better information. Teams need a disciplined way to find out.

The Monitoring and Evaluation of Data Governance, Quality and Stewardship Training Course applies the methods of programme monitoring and evaluation to the data function. Participants learn to articulate a theory of change for governance, select meaningful indicators, set baselines and targets, and build routines that report progress. Technical content includes data quality measurement, profiling and thresholds, issue management, lineage and metadata coverage, and the measurement of stewardship responsibilities.

The course also covers periodic evaluation: maturity assessments, internal reviews, and ways to estimate the benefits and costs of better data. Sessions are practical, using sample datasets, scorecard templates and anonymised governance documents. Each participant leaves with a monitoring framework tailored to their organisation, ready to take to a data governance board.

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

• Develop a results framework linking data governance activities to business outcomes.
• Define and calculate data quality indicators across the core quality dimensions.
• Profile data and set thresholds, rules and alerts for routine monitoring.
• Measure stewardship performance through coverage, accountability and policy compliance.
• Run a data governance maturity assessment and interpret the results.
• Design baseline and follow-up evaluations of governance initiatives.
• Track issues from detection through remediation and root cause analysis.
• Present governance results through scorecards and dashboards for executives.

The course serves those who build, run or assess data governance arrangements, including:

• Data governance managers and chief data officers' teams
• Data stewards and data owners in business units
• Monitoring, evaluation and learning specialists working with data systems
• Internal auditors and risk officers reviewing data controls
• Business intelligence and analytics managers
• Data protection and compliance officers
• Health information, statistics and registry managers
• Records and knowledge management professionals

Participants complete the programme with:

• A data governance monitoring framework with indicators, owners and frequencies.
• A data quality scorecard template for key datasets.
• A stewardship performance checklist.
• A completed maturity self-assessment with improvement priorities.
• A dashboard design for governance board reporting.
• An evaluation plan for a governance initiative.

The course joins M&E practice with data management in a hands-on format, including:

• Practical profiling and scoring exercises on sample datasets
• Scorecard and dashboard templates adapted in class
• Case studies from public sector, finance and health data programmes
• Small-group maturity assessment role play
• Coaching on each participant's own monitoring framework

Participants who complete the programme and its applied exercises earn a CPD-accredited Certificate of Completion from Vision Reach Global Consultancy.