Healthcare Data Management with Dagshub: A Game-Changer for Forcura

Key Metrics

1. Annotation Time Reduction: Reduced document annotation time by 75%.
2. Compliance Achievement Speed: Reached full AI policy compliance within 4 weeks.
3. Operational Speed: Accelerated data processing pipeline, achieving a 50% increase in data processing speed.
   

“Dagshub has revolutionized Forcura’s ability to manage and extract data that ultimately benefits our clients. Dagshub’s expertise elevates our data operations, providing us the foundation to innovate our core functionality and empower new solutions.” - Brian Sharp, Lead Data Science Engineer, Forcura

Challenges

Challenges: Forcura faced significant hurdles in standardizing key medical documentation which varies widely by source (such as physician, hospital or skilled nursing facility). Their primary challenges included:

1. Data inconsistencies from non-standardized documentation.
2. Maintaining high information security and compliance thresh holds for their data engine as new tooling was introduced.
3. Demand for more consistent and accelerated data annotation to meet corporate goals.

Daghub's Impact

Implementing Dagshub brought transformative changes to Forcura's data handling processes:

1. Streamlined Data Annotation: Dagshub's tools expedited the annotation process by 400%, enhancing the efficiency of medical document handling.
2. Data Engine Compliance and Efficiency: With Dagshub, Forcura retained their ability to seamlessly manage client data following strict AI policies, ensuring data privacy and traceability while maintaining high accuracy.
3. Operational Speed: The integration of Dagshub's CLI tools significantly sped up data operations, aiding Forcura in achieving ambitious goals like classifying and labeling a high volume of documents within a quarter.

Solutions

Dagshub provided a comprehensive solution, addressing each of Forcura's challenges:

1. Unified Platform: Dagshub's cohesive environment integrated multiple tools into a single platform, simplifying the learning curve for new team members and streamlining the entire data pipeline.
2. Enhanced Collaboration: The platform facilitated clear communication across teams, including product managers, QA testers, and DevOps engineers, ensuring everyone was aligned on model deployment and dataset management.
3. Strategic Testing and Deployment: With Dagshub, Forcura could efficiently A/B test models, ensuring optimal resource allocation and swift market delivery of their summarization product, aligning with their compliance and speed-to-market goals.

Forcura's journey with Dagshub marks a significant leap towards efficient, secure, and compliant data management, setting a new standard in the healthcare industry.