A permanent data-model cutover forces teams to decide what evidence is enough.
Complete migration coverage can conflict with the time required to verify ambiguous historical classifications.
Who you’d be doing this for
“If the history changes underneath the report, I need to know exactly what moved and why.”
Vlad Morozov · Population Health Manager
Will use the migrated history to interpret member progress and program reach in the first reporting period.
What is at stake
Pre-cutover reconciliation shows 1.7% of historical events differ between automated mapping and human review. You need to decide what must be verified before the reporting model becomes permanent.
Why it isn’t already fixed
Every obvious fix costs something else. That’s the part you’d have to decide.
- fixed cutover date vs verification depth
- automated mapping speed vs human-reviewed meaning
- reporting continuity vs historical fidelity
- audit evidence vs minimum necessary data
Why Sword Health
Pulse reporting depends on trustworthy longitudinal cardiometabolic history across employer and health-plan populations.
Written with these in mind
Not your kind of problem? 46 more at Sword Health, or browse every organization.
This is the setup. The work is inside.
Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.