MVP systems

Building a coaching analytics platform from scraped data to handoff

A coaching product needed data sourcing, backend structure, APIs, calculations, documentation, and team handoff.

Clinch was a basketball coaching management platform for college-level teams. The product needed to support on-the-fly statistics, calculations, plays, and coaching insights during games. Behind that experience was a significant data and backend challenge.

I designed the backend architecture, built MongoDB schemas with Mongoose, wrote Node-based web scrapers to continuously collect and parse data, and developed APIs to manage users, services, calculations, and data points. I also wrote documentation to support the backend and technical handoff.

Once the backend foundation was in place, I hired and grew a frontend team to build out the application experience, guiding them through the architecture and helping translate the technical foundation into a usable product.

The MVP handoff went well.

How this applies

The same pattern shows up in smaller business systems too.

The scale may change, but the work still starts the same way: understand what is really happening, organize the moving parts, then build the next useful thing.

MethodMade translation

For a small business, that might mean clearer service pages, cleaner intake, better follow-up, usable documentation, or one practical automation.

Understand the real situation

Start by separating the visible problem from the actual workflow, people, tools, constraints, and risks underneath it.

Organize the moving parts

Turn the scattered pieces into a clearer map: what exists, what matters, what is missing, and what should happen next.

Build the next useful system

Create the practical next layer: a page, process, automation, document, or tool that can be understood and maintained.

Use this thinking for

•Data workflows
•Analytics tools

Helpful when you need

•MVP planning
•Technical handoff

Often connected to

•Backend/API strategy
•Raw information to useful decisions

Proof notes

Successful MVP handoff

Next step

Want this kind of practical systems thinking on your project?

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