Control 4.6: Viva Insights — Copilot Impact Measurement — Verification & Testing
Test cases and evidence collection procedures for Copilot impact measurement using Viva Insights.
Test Cases
Test 1: Dashboard Data Population
- Objective: Verify that the Copilot impact dashboard in Viva Insights is populated with current data
- Steps:
- Access the Viva Insights Copilot impact dashboard.
- Verify data is current (within the last 7 days).
- Confirm key metrics are populated: active users, interaction counts, time savings estimates.
- Verify data covers all business units with Copilot deployments.
- Expected Result: Dashboard shows current data across all deployed business units.
- Evidence: Dashboard screenshot with data freshness timestamps.
Test 2: Privacy Controls Enforcement
- Objective: Confirm that privacy controls prevent exposure of individual-level data to unauthorized viewers
- Steps:
- Log in as a non-authorized user (e.g., department manager without Insights access).
- Attempt to access individual-level Copilot usage data.
- Verify access is denied or data is aggregated below the minimum group size.
- Log in as an authorized analyst and verify individual data is accessible.
- Expected Result: Privacy controls correctly restrict individual data access per configuration.
- Evidence: Access attempt results showing correct enforcement.
Test 3: Comparison Group Accuracy
- Objective: Validate that Copilot vs. non-Copilot user comparisons use correct group definitions
- Steps:
- Run the comparison analysis script.
- Verify the Copilot user group matches the actual license assignment list.
- Confirm no users are miscategorized (licensed but inactive, unlicensed but counted).
- Cross-reference group counts with the license report from Control 4.5.
- Expected Result: Comparison groups accurately reflect Copilot licensing and usage status.
- Evidence: Group membership comparison report.
Test 4: ROI Calculation Validation
- Objective: Verify that ROI estimates use reasonable assumptions and accurate data inputs
- Steps:
- Run the ROI estimation report script.
- Review the assumptions (time saved, labor cost) against organizational benchmarks.
- Cross-reference active user counts with the usage analytics report.
- Validate the mathematical calculations in the ROI formula.
- Expected Result: ROI calculations use accurate data and documented assumptions.
- Evidence: ROI report with assumption documentation and calculation verification.
Evidence Collection
| Evidence Item |
Source |
Format |
Retention |
| Copilot impact dashboard |
Viva Insights |
Screenshot |
Monthly archive |
| Privacy configuration |
Viva Insights Admin |
Screenshot |
With control documentation |
| Comparison analysis |
PowerShell |
CSV |
Monthly archive |
| ROI report |
Custom calculation |
Spreadsheet |
Quarterly archive |
Compliance Mapping
| Regulation |
Requirement |
How This Control Helps |
| FFIEC Management Booklet |
IT investment effectiveness |
Supports compliance with technology ROI measurement |
| OCC Heightened Standards |
Technology governance |
Helps meet expectations for measuring AI technology impact |
| SOX 404 |
IT asset management |
Supports governance of IT investment outcomes |
Next Steps