Safety Norms: Business Intelligence Management

1Purpose, Scope, and Safety Principles

These norms apply to any activity that collects, transforms, stores, analyzes, visualizes, or distributes business data for reporting and decision support. That includes data warehouses, data lakes, extract, transform, and load pipelines, semantic models, dashboards, scheduled reports, self-service workspaces, and spreadsheets fed from governed sources. They cover employees, contractors, and vendor personnel working on the BI program, whether systems run on premises or in cloud environments.

Three principles guide every rule. Least privilege means people receive only the data their role requires. Traceability means every figure can be followed back to its source and transformation steps. Decision accountability means a named owner approves any metric used for material decisions. Rules marked MUST are mandatory for the organization. Items marked SHOULD are recommended practice that local management may adapt with documented reasons.

• MUST: Only approved tools and governed data sources are used for production reporting.
• SHOULD: Teams review this document whenever they add a data source, tool, or audience.

2Roles, Competence, and Accountability

The executive sponsor owns the reporting risk appetite and approves this policy. The BI manager owns the catalog, release process, and access reviews. Data owners, usually business leaders, approve definitions and access for their domains. Data stewards maintain definitions and quality checks. Engineers operate pipelines, analysts build reports, and security and privacy staff set controls and review exceptions.

Competence is demonstrated, not assumed. Authority to change production models, write to shared warehouses, or publish executive dashboards should follow documented training and supervised practice. Verify vendor certifications and internal qualifications before granting elevated access. This guidance is educational and does not replace formal organizational authorization or vendor training.

• MUST: Every dataset, model, and dashboard has a named owner recorded in the data catalog.
• MUST: Only staff who have completed required privacy and security training receive access to personal or confidential data.
• MUST: Administrator rights are granted only to individuals authorized in writing by the BI manager and the security function.
• SHOULD: Each critical pipeline has at least two trained people so one absence does not leave a board report unmaintained.

3Course-Specific Hazards and Risk Assessment

BI hazards are mainly informational, but their consequences are operational, legal, and financial. The main categories are unauthorized disclosure of personal or confidential data, incorrect metrics that drive poor decisions, corrupted or delayed data, compromised credentials and connectors, uncontrolled copies in spreadsheets and email, and outages that leave leaders without reporting during critical events.

Assess each activity with a simple matrix rating likelihood and impact as low, medium, or high. High impact includes exposure of regulated personal data, misstatement in external or regulatory reporting, and loss of a production warehouse. Record the assessment, have the data owner sign it, and revisit it when a source, tool, or audience changes.

• Hazard: over-broad report permissions. Risk: high where reports contain salary, health, or customer identifiers. Control: row-level security and column masking, verified in testing.
• Hazard: metric drift, where two teams calculate revenue differently. Risk: high for board or external figures. Control: certified metric definitions in a governed semantic layer.
• Hazard: silent pipeline failure or data loss. Risk: medium to high depending on the decision cycle. Control: automated row count, schema, and freshness checks with alerts to the owner.
• Hazard: exports left on personal devices or shared drives. Risk: high. Control: export restrictions and approved storage locations only.
• Hazard: connector or service account credential exposure. Risk: high. Control: secrets vault, rotation, and least-privilege service accounts.
• Hazard: eye strain, posture strain, and fatigue during long analysis sessions. Risk: low to medium. Control: adjustable workstations and scheduled breaks, following local occupational health guidance.

4Preventive Controls and Safe Work Practices

Prevention relies on gates built into the data lifecycle: intake, modeling, testing, publication, and retirement. A gate must be passed before data moves to the next stage. Where possible, gates are enforced by tools, such as access policies, pipeline checks, and approval workflows, rather than by written policy alone.

Analyst behavior is part of the control set. Analysts work from governed datasets rather than ad hoc extracts, avoid copying production data to laptops, lock screens when they step away, and never paste confidential figures into unapproved public or generative tools. Where AI assisted analysis is approved, local procedures must name the tool, the data classes it may receive, and the required human review before any output is used.

Change management protects decisions. Before a dashboard or model change affects a live meeting, policy, or external figure, the owner confirms the impact, notifies affected readers, and keeps the prior version available for rollback. For example, a hypothetical currency conversion change deployed without review could make revenue appear to jump overnight. The rollback step would limit the damage while the cause is investigated.

• MUST: Intake of a new source requires a data classification, a documented business purpose, and written owner approval before ingestion.
• MUST: Personal, health, financial account, and other sensitive fields are minimized, pseudonymized, or masked before reaching general-access layers.
• MUST: Production changes go through version control, peer review, and testing in a nonproduction environment that uses masked or synthetic data.
• MUST: Certified metrics are the only figures used in board packs, external disclosures, and formal performance reviews.
• MUST: Shared or service accounts are never used for interactive logins by individuals.
• SHOULD: Each dashboard displays its refresh time, source, and a link to the metric definition so readers can judge currency and meaning.
• SHOULD: Unused reports and stale access are reviewed and retired at planned intervals.

5Equipment, Environment, Information, and Protective Safeguards

BI platforms run on servers, cloud services, network equipment, and analyst workstations. Physical hosting, power, cooling, and hardware maintenance follow manufacturer instructions and the cloud provider's shared responsibility terms. Those documents, along with local building and electrical codes, are jurisdiction-dependent. Verify current versions with qualified facilities, electrical, and IT professionals rather than relying on this summary.

Information safeguards are the main protection for BI work. Controls include multifactor authentication, encryption, access logging, and privacy-driven retention. Retention periods set by law, contract, or policy should be documented for each dataset and enforced through automated deletion where the platform allows.

• MUST: Multifactor authentication is enabled for all BI platforms, administrative consoles, and remote access.
• MUST: Data is encrypted in transit, and at rest where the platform supports it and local policy requires it.
• MUST: Access logs are retained for the period set by the security function and reviewed for unusual exports.
• SHOULD: Analyst workstations have adjustable chairs, monitors at eye level, and locked screens with short timeouts.
• SHOULD: Retired drives and devices are sanitized using a documented method and sent to a licensed recycler under local e-waste rules.

6Incident Reporting, Emergency Response, and Escalation

Incidents include suspected data breaches, misdelivered reports, figures in circulation later found to be wrong, pipeline outages, credential compromise, and near misses such as a report almost sent to an external distribution list. A near miss is reported like any other incident because it reveals a weak control.

Emergency readiness covers the reporting systems leaders depend on. Maintain a continuity plan that names the backup reporting method during outages, tests restore procedures for critical warehouses, and keeps contact lists current for executives and vendors. For physical emergencies such as fire, flooding, electrical hazards, or a damaged data center, follow building emergency procedures, evacuate, and call emergency services. BI staff must not enter hazardous areas or attempt repairs. This is educational guidance and does not replace the organization's emergency plan or professional emergency response.

• MUST: Report suspected exposure of personal or confidential data to the security and privacy contacts immediately, and do not delete logs or files that may serve as evidence.
• MUST: Stop distribution of a report known to contain an error, and notify recipients who already received it with the corrected version.
• MUST: Escalate suspected breaches through the organization's incident response plan, which may set legal notification timelines that vary by jurisdiction.
• MUST: Record each incident with time, people involved, data affected, actions taken, and owner in the incident system.
• SHOULD: Log near misses even when no harm occurred, and review trends at planned intervals.

7Records, Training, Inspection, and Review

Records prove that controls operate. Keep the data catalog, ownership assignments, classification records, risk assessments, access approvals, access review results, change logs, training records, and incident reports. Retention of these records follows organizational policy and applicable law, which is jurisdiction-dependent.

Training should use realistic examples, such as a masked customer extract, a mislabeled chart, and a simulated credential exposure, so staff practice the response steps before a real event occurs.

• MUST: Maintain a current catalog of datasets, owners, classifications, and retention periods.
• MUST: Complete access reviews at intervals set by the security function and revoke access that is no longer needed.
• MUST: Train new users before access is granted, and refresh training when policy or tools change.
• SHOULD: Test restoration of critical reports and warehouses at planned intervals and record results.

8Monitoring, Review, and Continuous Improvement

Monitor leading indicators such as failed pipeline runs, stale datasets, unapproved export attempts, orphaned accounts, metric definition changes, and open incidents. Review them at intervals set by the BI governance group, and record decisions so the next review can show what changed.

After any significant incident, hold a blameless post-incident review within a period set by local procedure. Identify the control that failed, assign an owner and a due action, and confirm closure. Use results to update this document, training, and tooling. Legal, privacy, and security requirements change, so verify current obligations with qualified professionals before revising the norms.

• MUST: Corrective actions have a named owner and a completion check.
• SHOULD: Share lessons learned with analysts and business owners.

Implementation checklist

• Confirm every dataset and dashboard has a named owner and a classification.
• Verify that access follows least privilege and that access reviews are current.
• Use only certified metrics for board, external, and performance reporting.
• Confirm pipeline freshness and row count alerts are active and routed to owners.
• Mask or minimize sensitive fields before data reaches general-access layers.
• Keep exports in approved locations and remove copies from personal devices.
• Confirm multifactor authentication and encryption controls are enabled for all BI platforms.
• Test backups and restore procedures for critical reports on a planned schedule.
• Log incidents and near misses, and escalate suspected breaches immediately.
• Verify local legal, privacy, and security requirements with qualified professionals.