#3

Roster Import

89 rage clicks on column mapping

120 users affected daily
Save 15 min per import for admins
~30 hours saved/week across all admins

Recommendations (2)

high impactM effortadd feature

Auto-detect column mappings

Users struggle to manually map columns. Use AI to auto-detect common column names like "Name", "Email", "Team".

12-16 hours
+15% expected
88% confidence

Expected Outcome

Metric

Roster Import First-Attempt Success

Current → Target

77 → 92(+15%)

Timeframe

2 weeks after deployment

medium impactXS effortadd help

Add inline help tooltips

Users don't understand what each column mapping means. Add contextual help icons with examples.

1-2 hours
-66% expected
70% confidence

Expected Outcome

Metric

Help Icon Clicks (should decrease over time)

Current → Target

89 → 30(-66%)

Timeframe

3 weeks after deployment

How Implementation Works

When you click "Implement", the AI will:

  1. Create a feature branch in the appropriate repository
  2. Apply the recommended code changes
  3. Run tests to verify the changes don't break anything
  4. Create a pull request for your review
  5. Set up automated tracking for the target metrics

You'll receive notifications as the implementation progresses, and the tracking panel will automatically populate with real data once the changes are deployed.