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We focus our enforcement against abusive accounts to both prevent harm and avoid mistakenly taking action on good accounts. This post is part of our Hard Questions series, which addresses the impact of our products on society. What we measure: The data we include in the report about fake accounts does not include unsuccessful attempts to create fake accounts that we blocked at this stage. This is because we literally can't know the number of attempts to create an account we've blocked as, for example, we block whole IP ranges from even reaching our site. While these efforts aren't included in the report, we can estimate that every day we prevent millions of fake accounts from ever being created using these detection systems. The number for fake accounts actioned is very skewed by simplistic attacks, which don't represent real harm or even a real risk of harm. If an unsophisticated, bad actor tries to mount an attack and create a hundred million fake accounts - and we remove them as soon as they are created - that's one hundred million fake accounts actioned. But no one is exposed to these accounts and, hence, we haven't prevented any harm to our users. Because we remove these accounts so quickly, they are never considered active and we don't count them as monthly active users. We have two main goals with fake accounts. Preventing abuse from fake accounts but also giving people the power to share through authentic accounts. We have to strike the right balance between these goals. What we measure: We include the accounts we disable at this stage in our accounts actioned metric for fake accounts. Changes in our accounts actioned numbers are often the result of unsophisticated attacks like we saw in the last two quarters. These are really easy to spot and can totally dominate our numbers, even though they pose little risk to users. For example, a spammer may try to create 1,000,000 accounts quickly from the same IP address. Our systems will spot this and remove these fake accounts quickly. The number will be added to our reported number of accounts taken down, but the accounts were removed so soon that they were never considered active and thus could not contribute to our estimated prevalence of fake accounts amongst monthly active users or our publicly stated monthly active user number or even any ad impressions. stake sports bettingbets on footballyoutube, rumble & vimeo.