GenAI can dramatically speed up your data governance work when guided with clear and intentional prompts, and the templates below are designed to help you produce well-structured policies, documentation, communication plans, and stewardship materials quickly.<\/p>\n
Remember to apply your professional judgement and adapt the results using the best practices and principles covered in this course as AI is a tool that enhances your work, not a substitute for your expertise.<\/p>\n
Here are the templates and examples you can start using:<\/p>\n
Prompt Template<\/strong><\/p>\n You are a [role].Write a [policy\/standard\/guideline] for [topic].Include the following sections:\u2022 Purpose\u2022 Scope\u2022 Definitions\u2022 Rules or requirements\u2022 Roles and responsibilities\u2022 Compliance and enforcement\u2022 Review cycleWrite clearly, avoiding jargon, and format professionally.<\/p>\n<\/blockquote>\n Filled Example<\/strong><\/p>\n You are a Data Governance Policy Author.Write a Data Quality Standard for customer data<\/strong>.Include the following sections:\u2022 Purpose\u2022 Scope\u2022 Definitions of accuracy, completeness, timeliness, consistency\u2022 Rules for acceptable quality thresholds\u2022 Responsibilities of Data Owner, Data Steward, Systems Owner\u2022 Compliance expectations and quality monitoring\u2022 Review cycle every 12 monthsWrite clearly, business friendly, and formatted as a policy.<\/p>\n<\/blockquote>\n Prompt Template<\/strong><\/p>\n Create a glossary entry for the term [TERM]<\/strong>.Provide:\u2022 Definition\u2022 Business context\u2022 Examples\u2022 Non-examples or common confusions\u2022 Data owner\/steward responsibleOutput cleanly formatted.<\/p>\n<\/blockquote>\n Filled Example<\/strong><\/p>\n Create a glossary entry for Donor Lifetime Value<\/strong>.Provide:\u2022 Definition\u2022 Business context and how it’s used for forecasting\u2022 Examples of calculation outcomes\u2022 Non-examples (e.g. single gift amount)\u2022 Data owner: Advancement AnalyticsOutput in a clean table format.<\/p>\n<\/blockquote>\n Prompt Template<\/strong><\/p>\n You are a change management advisor.Create a communication plan for [policy\/program\/tool].Include:\u2022 Stakeholder groups\u2022 Key messages per group\u2022 Channels\u2022 Frequency\u2022 Adoption success metrics\u2022 Risk and mitigation notesKeep tone simple and actionable.<\/p>\n<\/blockquote>\n Filled Example<\/strong><\/p>\n You are a change management advisor.Create a communication plan for launching a new data access approval process<\/strong>.Include:\u2022 Stakeholder groups: BI, Marketing, IT, Leadership\u2022 Key messages for each group\u2022 Channels: Email, Intranet, Lunch & Learn, Slack\u2022 Monthly communications frequency\u2022 Success metric: reduced access request turnaround time\u2022 Risks: resistance, confusion, workaroundsKeep tone simple and actionable.<\/p>\n<\/blockquote>\n Prompt Template<\/strong><\/p>\n Generate a RACI matrix for [process or data domain].Define the following roles: [list of roles].Output the table with clear one-sentence explanations per responsibility.<\/p>\n<\/blockquote>\n Filled Example<\/strong><\/p>\n Generate a RACI for customer master record creation<\/strong>.Define the following roles: Data Owner, Steward, CRM Admin, Privacy Officer, Analyst.Output the table with one-sentence descriptions for each.<\/p>\n<\/blockquote>\n Prompt Template<\/strong><\/p>\n Analyze a data quality problem: [describe issue]<\/strong>.Output:\u2022 Potential root causes\u2022 Impact on business decisions\u2022 Remediation plan\u2022 Preventive actions\u2022 Recommended ownership + timeline<\/p>\n<\/blockquote>\n Filled Example<\/strong><\/p>\n Analyze a data quality problem: duplicate donor records and inconsistent email formats<\/strong>.Output:\u2022 Probable causes: manual entry, lack of validation\u2022 Impact on stewardship and campaign insights\u2022 Fix plan including merge rules and email format validation\u2022 Preventative controls for new entries\u2022 Owner: CRM team \u2192 60-day rollout timeline<\/p>\n<\/blockquote>\n Prompt Template<\/strong><\/p>\n Conduct a risk assessment for [dataset, governance initiative, policy].Evaluate risks in terms of likelihood + severity.Provide mitigation steps and required controls.<\/p>\n<\/blockquote>\n Filled Example<\/strong><\/p>\n Conduct a risk assessment for rolling out an enterprise data lake without stewardship assigned<\/strong>.Evaluate risks around quality, privacy, lineage loss, incorrect data use.Provide mitigation steps and controls.<\/p>\n<\/blockquote>\n","protected":false},"template":"","class_list":["post-5794","tva_lesson","type-tva_lesson","status-publish","hentry","tva_courses-practical-data-governance","post-wrapper","thrv_wrapper"],"yoast_head":"\n\n
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2. Business Glossary \/ Data Dictionary Entry<\/strong><\/h3>\n
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3. Communication & Adoption Plan<\/strong><\/h3>\n
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4. RACI \/ Accountability Mapping<\/strong><\/h3>\n
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5. Data Quality Issue Diagnosis<\/strong><\/h3>\n
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6. Risk Assessment Prompt<\/strong><\/h3>\n
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