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Experimentation, Learning, and Preemption

CEPR 2019.05.28
This paper offers a model of experimentation and learning with uncertain outcomes as suggested by Arrow (1969). Investigating a two-player stopping game, we show that competition leads to less experimentation, which extends existing results for preemption games to the context of experimentation with uncertain outcomes. Furthermore, we inquire about the extent of experimentation under two information settings: when the researchers share information about the outcomes of their experiments and when they do not share such information. We discover that the sharing of information can generate more experimentation and higher value for a relatively wide range of parameters. We trace this finding to the stronger ability to coordinate on the information obtained through experimentation when it is shared. Our model allows to shed light on recent criticism of the current scientific system.

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