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DSA Labs Blog

Insights, research, and perspectives on sports analytics and performance technology.

Analytics•9 min read

From 112 Firstbeat Metrics to the 38 That Actually Matter (and the 10 That Matter Most) — Ice Hockey Edition

Wearables and GPS platforms like Firstbeat are incredible at capturing everything — and that's the problem. We reduced 112 metrics to the 38 that correlate with on-ice performance, then isolated the 10 that carry most of the predictive signal.

February 16, 2026

Scott Krotee

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Industry•7 min read

Industry Takeaways at the Intersection of Sport, Data, and Business Innovation

Data collection in soccer is scaling rapidly. Decision-making is not keeping pace. This year's United Soccer Coaches Convention revealed a widening gap between the volume of data teams collect and their ability to translate it into clarity. The next phase of competitive advantage will not come from more inputs, but from understanding what actually matters.

January 19, 2026

Scott Krotee

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Analytics•8 min read

What a Year of NIL Data Taught Us About the Market

Over the past year, deal velocity increased, headlines multiplied, and budgets expanded—but clarity did not. With 9,000+ player-level NIL observations, we learned what actually drives value in the NIL market.

January 17, 2026

Scott Krotee

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Analytics•7 min read

What the Transfer Portal Is Actually Doing: Why Capital Is Moving Faster Than Decision Quality

Trends from Jan 6 to Jan 11 reveal that capital allocation and transactions are accelerating rapidly in the transfer portal—but decision efficiency is not. Programs are separating into distinct behavioral camps, and the gaps between them are widening.

January 11, 2026

Scott Krotee

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Recruiting•5 min read

How the Transfer Portal Changed College Recruiting Forever

The NCAA Transfer Portal has revolutionized college recruiting. College coaches now have a direct line to players in the portal, allowing them to recruit players faster and more efficiently.

January 10, 2026

Scott Krotee

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Analytics•6 min read

Who's Actually Winning the Transfer Portal?

Analysis reveals which programs are actually upgrading their rosters through the transfer portal—and it's not about volume. Using DSA Impact Rankings and Fair Market Value data, we identify the real winners and the volume trap.

January 6, 2026

Scott Krotee

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