Live Online Operational Excellence in Data Governance, Quality & Stewardship Training Course
Live online, instructor-led · next cohort Nov 16, 2026 · from USD 800
Poor data costs organisations in rework, wrong decisions, failed reports and regulatory exposure, yet it rarely has an owner. Many governance programmes begin with a policy and then stall because nobody runs them as an operation. Five days of applied work show how to make governance routine: defined owners, working quality controls, active stewards and numbers that prove improvement.
You cover governance operating models, roles for owners, custodians and stewards, data domains, glossaries and catalogues, and decision forums. Quality sessions teach dimensions such as accuracy, completeness, timeliness and consistency, profiling, rule writing, issue management and root cause analysis, with lab work in SQL, Excel and open-source profiling tools. The framework draws on DAMA-DMBOK concepts, while lean thinking and continuous improvement shape service levels, KPIs and operating cadences. Master data, metadata, lineage and privacy controls are addressed at a practical level. Data managers, governance leads, business analysts, database administrators, compliance and risk officers, statisticians and information managers from banks, government agencies, health systems and NGOs will benefit. Delivery is classroom, online or in-house, with a CPD-accredited certificate. You will be able to launch a stewardship routine and report quality results to leadership.
At a Glance
How Live Online Training Works
Live online training, led by a trainer in real time, for participants anywhere.
More about live online training →- Format
- Live online, instructor-led
- Duration
- Mon - Fri (5 Days)
- Fee
- USD 800 (KES 80,000)
- Next start dates
- Nov 16, 2026, Dec 14, 2026, Jan 11, 2027
- Certificate
- Certificate of Completion
- What you need
- A computer with a reliable internet connection, a webcam and a headset
About this course
Dashboards, regulatory returns, analytics and machine learning all depend on data people can trust. When definitions differ between departments, duplicates multiply and nobody is accountable for fixing errors, every report becomes a debate and every integration project becomes slower and costlier.
The Operational Excellence in Data Governance, Quality & Stewardship Training Course focuses on making governance work day to day. Participants design a lightweight operating model with decision rights and escalation, define critical data elements and business rules, and set up stewardship workflows for logging, triaging and resolving issues. They then measure quality, set targets and use root cause analysis to remove problems at source rather than cleansing the same errors repeatedly.
Hands-on labs use sample customer, finance and programme datasets. By the end, each participant has a governance charter outline, a quality rule set with measurement results, a stewardship calendar and a scorecard to report progress to management. The emphasis is on small, repeatable routines that survive staff turnover and busy reporting seasons, rather than on heavyweight tools. Participants also practise explaining data problems in plain business language so that sponsors keep funding the work.
Training Objectives
By the end of the course, participants will be able to:
- Design a data governance operating model with clear roles, forums and decision rights.
- Identify critical data elements and assign ownership and stewardship.
- Define data quality dimensions, rules and thresholds for business use.
- Profile datasets and measure quality using SQL and spreadsheet tools.
- Run an issue management process from logging through root cause to closure.
- Document metadata, glossaries and lineage in a simple catalogue.
- Report governance and quality performance with meaningful KPIs.
What you'll learn
Key Takeaways
Participants leave with:
- A draft data governance charter and set of roles.
- A critical data element register with owners.
- A reusable quality rule library and profiling queries.
- An issue log and stewardship workflow ready to deploy.
- A KPI scorecard for governance and data quality.
- A realistic first 100-day plan for their organisation.
Training Methodology
Sessions mix concept and practice. Delegates take part in:
- Profiling labs using realistic sample datasets
- Workshops to write rules and glossary entries
- Role-play of stewardship and council meetings
- Short reviews of maturity models and frameworks
- Peer feedback on charters and scorecards
Day 1: Governance as an Operation
- Why governance programmes stall and how to avoid it
- Operating models: centralised, federated and hybrid
- Roles: owners, custodians, stewards and councils
- Data domains and critical data elements
- Linking governance to business outcomes
- Exercise: drafting a governance charter outline
Day 2: Defining and Measuring Data Quality
- Quality dimensions and fitness for purpose
- Business rules and data quality requirements
- Profiling techniques using SQL and spreadsheets
- Setting thresholds and service levels
- Sampling and reconciliation methods
- Lab: profiling a customer dataset
Day 3: Stewardship and Issue Management
- Stewardship routines and operating cadences
- Logging, triaging and prioritising issues
- Root cause analysis and process fixes
- Lean thinking applied to data processes
- Incentives and accountability for data work
- Exercise: running a mock stewardship meeting
Day 4: Metadata, Master Data and Controls
- Business glossaries and data catalogues
- Lineage and impact analysis
- Master and reference data management basics
- Privacy, access control and retention in governance
- Data sharing agreements
- Exercise: building a glossary and lineage sketch
Day 5: Performance, Tools and Rollout
- KPIs and scorecards for governance and quality
- Reporting to executives and audit committees
- Selecting and using governance tooling
- Change management and training for stewards
- Maturity assessment and roadmap
- Presentation of participant action plans
The course is intended for people who own, manage or depend on organisational data, including:
- Data governance and data quality managers
- Data stewards and information managers
- Business and systems analysts
- Database and data warehouse administrators
- Risk, compliance and internal audit staff
- Statisticians and monitoring and evaluation data officers
- Heads of ICT and digital transformation leads
- Business intelligence and reporting specialists
Participants who attend all days and complete the labs and workshops are issued with a CPD-accredited Certificate of Completion by Vision Reach Global Consultancy.
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Frequently Asked Questions About Live Online Operational Excellence in Data Governance, Quality & Stewardship Training Course
Everything you need to know about this course before you register.
By the end of the Operational Excellence in Data Governance, Quality & Stewardship programme, you'll be able to design a data governance operating model with clear roles, forums and decision rights, identify critical data elements and assign ownership and stewardship, define data quality dimensions, rules and thresholds for business use, and profile datasets and measure quality using sql and spreadsheet tools. The full breakdown of topics is covered session by session in the Course Outline tab above.
The course is intended for people who own, manage or depend on organisational data, including: Data governance and data quality managers, Data stewards and information managers, Business and systems analysts, Database and data warehouse administrators, Risk, compliance and internal audit staff, Statisticians and monitoring and evaluation data officers, Heads of ICT and digital transformation leads, and Business intelligence and reporting specialists.
Operational Excellence in Data Governance, Quality & Stewardship Training Course typically runs as 5 Days. It's available as in-person classroom, live virtual, and in-house corporate training — every course can also be delivered on-site for your team on dates that suit you.
Operational Excellence in Data Governance, Quality & Stewardship Training Course is scheduled in-classroom in Nairobi, Kenya, Mombasa, Kenya, Naivasha, Kenya, and Kisumu, Kenya, and 14 other locations, plus a live interactive virtual classroom you can join from anywhere. Check the schedule panel above for exact upcoming dates and fees in each location.
The next live virtual cohort of Operational Excellence in Data Governance, Quality & Stewardship starts November 16, 2026, with new classroom cohorts also running on a rolling basis. Pick a date and location in the schedule panel above, then click "Register for the Course" — it takes a few minutes and your seat is confirmed once payment or a signed purchase order is received.
Yes — delegates who meet the attendance requirement receive a Certificate of Completion for Operational Excellence in Data Governance, Quality & Stewardship Training Course from Vision Reach Global Consultancy, issued in the name you register with, so double-check the spelling at checkout.
Operational Excellence in Data Governance, Quality & Stewardship Training Course is pitched at intermediate professionals. If you're unsure whether it's the right fit for your current role or background, message our training advisors before you register and they'll help you confirm.
Fees for Operational Excellence in Data Governance, Quality & Stewardship Training Course vary by delivery location and format and are shown in real time in the schedule panel above once you pick a date. Register 3 or more delegates on the same course together and a 5% team discount is applied automatically — larger cohorts can request a custom corporate quote.
Yes — Operational Excellence in Data Governance, Quality & Stewardship Training Course can be delivered on-site at your offices (or virtually for distributed teams), with case studies and examples tailored to your industry and the specific challenges your team is working through. Switch to the "In-House" tab in the schedule panel above to request a proposal.
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