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Using data from a prominent online platform for launching new digital products, we document that the composition of the platform's 'beta testers' on the day a new product is launched has a systematic and persistent impact on the venture's success. Specifically, we use word embedding methods to...
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and production of financial innovation. We use machine learning to identify the financial patents and extensively audit … the results to ensure their reasonableness. We find that patented financial innovation is substantial and economically … financial sector, which collectively accounted for 69% of the awards. The location of innovation has shifted, with banks moving …
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Venture capital is associated with some of the most high-growth and influential firms in the world. Academics and practitioners have effectively articulated the strengths of the venture model. At the same time, venture capital financing also has real limitations in its ability to advance...
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questions about the pro-cyclicality of VC and its implications for innovation, especially in light of the common narrative that … VC is relatively insulated from public markets. We find that the implications for innovation are not benign: innovation … discussion on the nature of innovation across business cycles …
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