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Variance and significance in large-scale online services

The Unofficial Google Data Science Blog

In each case, users engage with the service at will and the service makes available a rich set of possible interactions. As with any enterprise, the goal of the service provider is to better satisfy its users and further its business objectives. In addition to a suitable metric, we must also choose our experimental unit.