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[Music] hi im jeffrey wang chief architect at amplitude today i want to talk a little bit about identity resolution in analytics getting identity wrong is one of the most common reasons why analytics data is bad and so i want to share a little bit about how amplitude does it if you cant get identity right you end up with a bunch of situations where you have wrong assessments of what users have done you draw incorrect conclusions about user data its bad all around weve spent a lot of time thinking about identity resolution and how to do it in an accurate consistent and easily verifiable way so i want to share a little bit about how we got there so to start off i want to talk about the most basic form of identity resolution which is essentially choosing a single identifier to represent your user in the early days of the web that was often just the cookie which is stored in the browser so when you visit the website you get a cookie and then whenever you come back or in that same sess