Donnie Berkholz

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Facebook has a very rich social graph with not only address books but also years of friend interaction data. Using that info supercharged our ability to recommend the most relevant, real-life friends within the Instagram app in a way we couldn’t before, which boosted retention in a big way.
The Cold Start Problem: How to Start and Scale Network Effects
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