Twitter needs to do a great job of making sure there's never any incentive for their creators to go elsewhere. To drive up revenue per engagement, what we're really talking about is better targeting, so using machine learning to better understand you and capture relevant signal that's timely. Twitter has five % market chare in large digital advertisements large brands, but has less than point five % markcar in s and b. They have to make it very easy to use, offering more relevant, performance orient o down funnel ad platforms. And then they've got to expand inthe new tengential, blue ocean revenue opportunities.

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