CUSTOMER CASE STUDY

Coker Group gets its revenue cycle analytics on track for healthcare litigation with Velocity Sense

Records processed

5M+

Single source of truth

1

Velocity Sense helped us get our SQL database architecture in place and started analyzing several large datasets with millions of lines of data.
Matt Jensen Vice President, Revenue Analytics, Coker Group

THE BUSINESS

High Profile Healthcare Litigation

Founded in 1987, Coker Group has long established itself as a leading healthcare advisory firm. Its mission is to empower hospitals and physician enterprises to deliver sustainable, quality care through strategic, operational, financial, and technological guidance.

THE CHALLENGE

Excel Meets Its Limits

When a high-profile litigation case brought in over 5 million rows of historical healthcare claims, Coker Group needed a trusted partner who could handle large volumes of sensitive data and understand the Physician Revenue Cycle.

As an Excel-based organization, Coker Group repeatedly encountered performance issues with handling large volumes of data. Files crashed and stalled while opening items. The analysis was extremely cumbersome and time-consuming.

01 More than 5 million records

Historical healthcare claims had to be processed and analyzed within a high-profile litigation case.

02 Excel had reached its limits

Large files crashed and stalled, making analysis cumbersome and time-consuming.

03 Accuracy was critical

Sensitive Physician Revenue Cycle data needed to be handled with no room for error.

THE SOLUTION

Set up a brand new data infrastructure

Coker Group had just provisioned a new PostgreSQL database in Microsoft Azure. At the time, the system had zero records and no data architecture in place.

Ingesting over 5 million healthcare claims into a production-ready database and ensuring the numbers aligned were critical to the project. There was no room for error as the involving litigation tied to the Physician Revenue Cycle.

In less than 2 weeks, Velocity Sense designed a database structure purposed for scalable claims data ingestion. We loaded and validated over 5 million of sensitive records to provide 1-on-1 direct support for litigation alongside Matt Jensen, the VP of Revenue Analytics.

DATA INFRASTRUCTURE DELIVERY

DATABASE PostgreSQL in Microsoft Azure
DATA VOLUME 5M+ healthcare claims records loaded and validated
DELIVERY Production-ready architecture designed in less than 2 weeks

CRITICAL DELIVERY

A Trusted Partner During a Critical Moment

The data handled was sensitive, complex, and required accuracy to the last decimal.

Despite Coker Group’s historical reliance on Excel, Velocity Sense helped the Coker Group shift toward SQL-based workflows, unlocking speed and confidence in handling millions of records.

“Our group has traditionally been a Microsoft Excel-heavy analysis shop and new to the implementation of more sophisticated data analytics tools. Gideon was able to come into our group with little infrastructure set up and was able to, in very short order, help us get our SQL database architecture in place and started analyzing several large datasets with millions of lines of data.”

Matt Jensen · VP of Revenue Analytics

Velocity Sense took it a step further in onboarding a new staff member to transition the new data infrastructure.

BUSINESS IMPACT

Driving Impact Across Coker Group

Thanks to this effort, Coker Group was able to analyze and interpret millions of claims records within their litigation timeline.

Coker Group could operate within a scalable, queryable Postgres environment for future cases as well as support stakeholders with faster, more defensible insights tied to revenue analytics.

Millions of historical healthcare claims could be analyzed and interpreted within the litigation timeline.

Coker Group moved from cumbersome Excel workflows into a scalable and queryable PostgreSQL environment.

Stakeholders gained faster, more defensible insights tied to revenue analytics.

The new infrastructure could support future cases rather than solving only the immediate litigation requirement.

“Velocity Sense quickly grasped complex concepts and instantly meshed well with our team. I would absolutely recommend him and work with him again (and in fact we did extend the contract beyond the original project scope).”

Velocity Sense continues to help organizations like Coker Group modernize their data infrastructure to streamline its revenue cycle analytics, especially when it matters most.

ABOUT THE CLIENT

Coker Group

Coker Group advises leading healthcare organizations, providing strategic, operational, financial, technological, and compliance solutions for high-performing physician practices.

VELOCITY SENSE

About Velocity Sense

At Velocity Sense, we’re hyper-focused in building tailored marketing data platforms for agencies and teams. Our deep expertise in Data Engineering for the Marketing sector means we just “get it”. We architect platforms that transform your data into actionable marketing strategies, helping you increase LTV, boost conversions, reduce acquisition costs, and gain a deeper understanding of your customers.

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