Governance, Access, and Trust
An integrated data environment expands what leaders can see and the responsibility to ensure information is used appropriately. Strong governance provides the framework for clear access, credible analysis, and defensible decisions.
EXECUTIVE PRINCIPLE: Trust is built through clear decisions before access is granted, not through controls added after use begins.
| 1 | Stewardship | Name who owns each source, definition, and quality decision. |
|---|---|---|
| 2 | Institutional purpose | Require a legitimate, documented use tied to institutional priorities. |
| 3 | Access model | Use role-based, project-specific access and the minimum data necessary. |
| 4 | User readiness | Set expectations for training, technical proficiency, and responsible use. |
| 5 | Validation | Establish who confirms data are fit for analysis and interpretations are sound. |
| 6 | Review and dissemination | Define review before dashboards, reports, or presentations are shared. |
| 7 | Accountability and lifecycle | Make access time-bound, periodically reviewed, and removed when needs change. |
Executives do not need to manage every request. They do need to ensure that a consistent lifecycle exists, is owned, and can be audited.
| ROLE | PRIMARY RESPONSIBILITY |
|---|---|
| Executive sponsor | Sets direction, resolves barriers, and reinforces accountability. |
| Governance body | Approves standards, access principles, escalation, and exceptions. |
| Data stewards | Own meaning, quality, appropriate use, and source-level decisions. |
| Technology / IT | Provides secure architecture, identity controls, logging, and continuity. |
| Analytics team | Validates analytical use, documents methods, and supports interpretation. |
| Authorized user | Uses only approved data and follows handling and dissemination expectations. |
- Does access follow purpose and least privilege?
- Who owns each source and definition?
- Who confirms analytical readiness and interpretation?
- Who reviews leadership-facing or broadly shared products?
- How are concerns escalated—and access ended?
EXECUTIVE TAKEAWAY: Strong governance does not eliminate risk. It makes responsibility visible, decisions consistent, and data use defensible.