Pronet Gaming: Trading beyond the odds
In the following article, Darlon Apanay, Trading Team Lead (Asia) at Pronet Gaming, explores how technology, regional betting behaviour and human expertise are reshaping the role of sportsbook trading teams.
Opinion.- Ask most people what a trading team does and you’ll usually get the same answer: “They set the odds.” It’s not wrong; it’s just incomplete.
Modern sportsbook trading has become much more dynamic than simply pricing football matches and hoping the models hold. Today’s traders sit at the intersection of technology, product, and customer experience. In many ways, they’re making commercial decisions every minute of every sporting day. And that’s a very different job.
Automation isn’t replacing traders
AI, machine learning, and automated pricing have transformed sportsbook trading over the past decade which is a good thing. When you’re covering more than a million sporting events a year (like we do at Pronet Gaming), automation is essential. But there’s a misconception that automation removes the need for experienced traders.
In reality, it makes their judgement even more valuable. Algorithms can identify patterns, react to data in milliseconds, and adjust prices faster than any human ever could. But what they can’t do is understand context.
Whether it’s a late team announcement, a suspicious betting pattern, or a regional trend that only affects one market, these are the kinds of moments where experienced traders continue to spell the difference. At the end of the day, technology should accelerate decision-making, not replace it.
Not every market behaves the same
One of the biggest lessons we’ve learnt supporting operators across Asia, Europe, and LatAm is that betting behaviour isn’t universal. Different regions favour different sports and different sports produce different betting patterns. Even the same football match can generate completely different activity depending on where it’s being offered.
That has implications for everything from market prioritisation to trading resources. A universal approach rarely delivers the best commercial outcome, while the strongest trading operations understand where liquidity matters most, which competitions deserve additional attention, and when automation can confidently take over.
Speed matters as much as confidence
Live betting has fundamentally changed trading. Odds are moving constantly, markets open and close within seconds, operators expect immediate updates, while bettors expect uninterrupted experiences. Naturally, speed becomes a priority.
But speed without confidence creates problems. The goal isn’t simply to update prices as quickly as possible; it’s to ensure those updates remain accurate, commercially sustainable, and aligned with what’s actually happening on the field.
That is where experience continues to matter: the best trading teams know when to trust the models and when to challenge them.
Trading shapes the product
Trading is often viewed as an operational function, but I don’t think that’s true anymore. Trading decisions directly influence so many factors: the customer experience, the availability of markets, the responsiveness of live betting, the consistency of pricing… the list goes on.
When trading works well, customers rarely notice. But when it doesn’t, they notice immediately. That’s why collaboration between trading, product, and technology teams has become increasingly important. The best sportsbooks don’t treat these functions separately but instead, they build them together.
Looking beyond the numbers
Odds will always be central to sportsbook trading but they’re no longer the whole story. Modern trading is about using technology intelligently, understanding regional betting behaviour, and creating experiences that operators can trust at scale. Ultimately, successful trading isn’t measured by how quickly prices move, but how consistently those prices help operators deliver a better sportsbook.