The Dashboard Experiment by Davyd

The Dashboard Experiment by Davyd - October 2026 Scholarship Essay

My most important experiment never happened in a lab. It happened in a Meta ads dashboard.

In March 2026 I launched an apparel brand — my third business after landscaping and a summer e-commerce store. I run everything myself: the ads, the overseas suppliers, fulfillment, customer service. Early on I had a research question I couldn't shake: why did one ad creative convert and another, nearly identical one, flop? So I started testing deliberately. Same product, same budget, different creative — then I tracked what actually happened per variant: customer acquisition cost, return on ad spend, and margin after product costs.

The numbers told a story my gut couldn't. Across 300-plus orders and $21,000 in sales, my blended CAC settled at $30 with a 3.2 ROAS and 65–75% margins after product costs — but those averages hid everything interesting. Some creatives looked like winners on revenue and were losers on margin once product and shipping costs were allocated. Killing a "winning" ad because the unit economics didn't work felt wrong the first time and obvious the tenth.

That experiment changed how I see every subject I'm studying now. I'm a sophomore at State College of Florida carrying a 4.0, and this fall I'm taking Financial Accounting. When we covered contribution margin and cost allocation, I wasn't learning abstractions — I was getting the vocabulary for decisions I'd already made in my own business. The dashboard taught me to ask where margin leaks; accounting is teaching me to prove it.

It also pointed me at my future. I plan to transfer in 2027 to study finance and pursue investment banking and private equity. People hear "banking" and picture suits; I picture the same question that started in my ads dashboard, asked at a larger scale: which assets actually create value, and why? Starting from zero — new country in 2023, no connections, no capital — taught me that the ability to test, measure, and follow the numbers is the most transferable skill I have. That curiosity is what I'm building my education around.