Experimentation and project selection: Screening and learning

Renato Gomes, Daniel Gottlieb, Lucas Maestri

Research output: Contribution to journalArticlepeer-review

12 Scopus citations

Abstract

Firms must strike a delicate balance between the exploitation of well-known business models and the exploration of risky, untested approaches. In this paper, we study financial contracting between an investor and a firm with private information about its returns from exploration and exploitation. The investor-optimal mechanism offers contracts with different tolerance for failures to screen returns from exploitation, and with different exposure to the project's revenues to screen returns from exploration. We derive necessary and sufficient conditions for private information about returns from exploration to have zero value to the firm. When these conditions fail, private information about exploration may even decrease the firm's payoff.

Original languageEnglish
Pages (from-to)145-169
Number of pages25
JournalGames and Economic Behavior
Volume96
DOIs
StatePublished - 1 Mar 2016
Externally publishedYes

Keywords

  • Adverse selection
  • Bandit problem
  • Entrepreneurship
  • Experimentation
  • Multi-dimensional screening

ASJC Scopus subject areas

  • Finance
  • Economics and Econometrics

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