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Seasonality and external factors have a strong effect on rider's behavior. Understanding the impact of external factors on acquisition metrics is key for better-informed decisions about marketing investment. Using INCRMNTAL we were able to get insights about the incremental impact that a holiday like New Year's Eve had on our metrics. This year we will be validating and bringing those insights to action in our ads budgeting strategy. Anton Bugaev, Data Analyst