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Forecasting Impact conversation with Harrison Katz of Airbnb

When Forecasting Isn’t Really About Accuracy



In the recent episode of the Forecasting Impact podcast (#1 in Predictive Analytics 2025), Laila Akhlaghi and George Boretos spoke with Harrison Katz of Airbnb about the broader role of forecasting — and why accuracy is only one part of the story.


Coming from Airbnb, this perspective is especially interesting because forecasting sits at the heart of a complex marketplace where demand, supply, pricing, and market dynamics constantly interact.


One of Harrison’s key points was that a forecast is not just a number. It can be an estimate, a plan, a scorecard, or even a signal that influences behavior. Accuracy matters, of course, but a technically strong forecast can still fail if the organization cannot use it properly.

The real challenge is often not only building a better model, but making sure the forecast creates alignment, supports decisions, and helps teams execute.

This also resonates with how we think about AI-driven pricing at FutureUP. A sophisticated model matters, but impact comes only when the insights are trusted, understood, and translated into action.


In the end, better predictions matter most when they lead to better decisions that teams can actually act upon.


🔗 Watch or listen to the full episode here:









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