Turning Complex Data Into Business Decisions

Organizations rarely suffer from a lack of data. The challenge is connecting the right information, understanding what it reveals, and using it to make better business decisions.

JMC Analytics helps organizations uncover opportunities, solve complex business problems, and turn disconnected information into actionable insight.

We bring extensive business and technology experience to healthcare analytics, data integration, business intelligence, and practical AI-assisted solutions.

Have a difficult data or analytics problem? Let’s talk.

Analytics That Starts With the Business Problem

Technology should follow the business question—not the other way around.

Before selecting a platform, building a dashboard, or developing a solution, we begin with a simple question:

What are you trying to understand, and what would you do differently if you knew the answer?

We then determine what information is available, what is missing, how different sources can be connected, and how the results can support better decisions.

The objective isn’t to introduce technology for its own sake.

The objective is to solve the problem.

How JMC Analytics Can Help

Healthcare & Reimbursement Analytics

Identifying opportunities to improve patient identification, eligibility matching, claims reconciliation, and reimbursement analysis. Our experience includes Medicaid and Medicare reimbursement initiatives and advanced analytics for the medical device industry.

Data Integration & Matching

Connecting information from different systems, resolving inconsistent records, and uncovering relationships that conventional processes may miss.

Business Intelligence & Analytics

Developing meaningful performance measures, dashboards, and reporting solutions that help business leaders understand results and identify opportunities.

AI-Assisted Analytics

Applying AI-assisted development and analytical techniques to accelerate data discovery, matching, analysis, and solution development.

Data Quality & Process Improvement

Identifying gaps, inconsistencies, and inefficiencies that undermine reporting accuracy and business performance.

Analytics Advisory & Implementation

Helping organizations move from business questions and initial concepts to practical, maintainable analytical solutions.

Experience Solving Difficult Business Problems

Healthcare Patient Matching & Commercial Analytics

For a global medical device company, advanced data-matching methods were developed to connect clinical imaging records with subsequent medical device implant information.

The solution improved the identification of patient-to-procedure relationships and created new opportunities to analyze treatment journeys, geographic patterns, and commercial performance.

The work demonstrated how connecting previously disconnected information can reveal opportunities that traditional approaches overlook.

Medicaid & Medicare Reimbursement Analytics

For Louisiana’s public hospital system, a comprehensive analytical solution was developed to identify potentially eligible Medicaid and Medicare patients, reconcile patient information with eligibility records, and track claims through the reimbursement process.

The initiative addressed a fundamental financial challenge: identifying potentially reimbursable care that might otherwise remain unbilled or unresolved because of incomplete or inconsistent patient information.

These experiences illustrate a common principle:

Important business opportunities often exist in the relationships between information that organizations already possess.

Why JMC Analytics?

Business Experience First

We understand that successful analytics begins with a business problem, not a technology platform.

Experience Across Healthcare and Enterprise Organizations

Our background includes extensive work in medical technology, healthcare, financial services, and large enterprise environments.

Independent, Practical Advice

We recommend solutions based on business needs, existing capabilities, and measurable objectives—not a preference for particular software products.

Focused Consulting Engagements

JMC Analytics works with organizations on targeted assessments, analytical initiatives, solution development, and specialized projects where experienced outside expertise can make a meaningful contribution.

Technology Expertise When Needed

Our experience includes Snowflake, SQL Server, Oracle, Salesforce, Tableau, Power BI, data integration platforms, and AI-assisted analytical development.

We focus on business results. Technology is how we help achieve them.

Let’s Talk

Have a business challenge involving disconnected data, incomplete information, missed opportunities, or analytics that aren’t delivering the answers you need?

JMC Analytics can help evaluate the problem, identify potential solutions, and develop a practical path forward.

Let’s start with a conversation about what you’re trying to accomplish.

JMC Analytics
Junction Management Consulting LLC
craig@jmcllc.com
www.jmcllc.com