More data work. No new hires.
A large third-party administrator made its mappings, transformations, and checks reusable, so each new requirement builds on work already done.
Challenge
The questions
- 01How could mappings and transformations that already worked be reused across requests?
- 02Which recurring engineering tasks could run automatically?
- 03How could exceptions be resolved without reconstructing the entire workflow?
Every new data requirement created another chain of work. Someone had to understand the source and map its fields. Then they applied the business rules, validated the output, and kept the process running as inputs changed.
The same specialist capacity was needed for new delivery and ongoing maintenance. Small requests competed with larger projects. Knowledge about how the data worked stayed spread across code, tickets, documentation, and individual experience.
Moving a field was only part of the work. Teams also needed to understand what it meant, which source took precedence, and how corrections should flow downstream. Those decisions had to survive changes in both the source and the business requirement.
Solution
Flume automated the recurring work required to prepare and deliver usable data. Source mappings, transformations, business rules, and validation checks became reusable parts of the delivery process.
ContextBase preserved how the sources related to one another and why specific logic was applied. New requirements could build on that understanding, reducing the repeated investigation that previously preceded implementation.
Adjudication rules were read directly from the stored procedures that execute them, and configuration drift between employer groups became visible.
Impact
- Routine processing runs on its own, and exceptions surface for review instead of being discovered downstream.
- Teams inspect a failed check, its affected records, and the transformation behind it directly.
- An existing workflow is refined from its saved logic, without rediscovering the decisions behind it.
- The organization supports more data work with less manual preparation and maintenance behind each delivery.
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See how ContextBase answers it on your own claims, eligibility, and contract data.