Strategic Exploration for Innovation
@inproceedings{Li2021StrategicEF, title={Strategic Exploration for Innovation}, author={Shang-ao Li}, year={2021} }
We analyze a game of technology development where players allocate resources between exploration, which continuously expands the public domain of available technologies, and exploitation, which yields a flow payoff by adopting the explored technologies. The qualities of the technologies are correlated and initially unknown, and this uncertainty is fully resolved once the technologies are explored. We consider Markov perfect equilibria with the quality difference between the best available…
References
SHOWING 1-10 OF 34 REFERENCES
Dynamic Voluntary Contribution to a Public Project
- Economics
- 2000
We consider the dynamic private provision of funds to a project that generates a flow of public benefits. Examples include fund drives for public television or university buildings. The games we…
Strategic Experimentation with Exponential Bandits
- Economics
- 2003
This paper studies a game of strategic experimentation with two-armed bandits whose risky arm might yield a payoff only after some exponentially distributed random time. Because of free-riding, there…
Breakdowns
- EconomicsFinal Confession
- 2013
We study a continuous-time game of strategic experimentation in which the players try to assess the failure rate of some new equipment or technology. Breakdowns occur at the jump times of a Poisson…
Projects and Team Dynamics
- Economics
- 2014
I study a dynamic problem in which a group of agents collaborate over time to complete a project. The project progresses at a rate that depends on the agents' efforts, and it generates a pay-off upon…
Collective Progress: Dynamics of Exit Waves
- EconomicsSSRN Electronic Journal
- 2021
We study a model of collective search by teams. Discoveries beget discoveries and correlated search results are governed by a Brownian path. Search results' variation at any point -- the search scope…
Adaptation and inertia in dynamic environments
- Business
- 2016
Research summary: We address conflicting claims and mixed empirical findings about adaptation as a response to increased environmental dynamism. We disentangle distinct dimensions of environmental…
Social Experimentation with Interdependent and Expanding Technologies
- Economics
- 2015
How do successive, forward-looking agents experiment with interdependent and endogenous technologies? In this paper, trying a radically new technology not only is informative of the value of similar…
Chasing a Moving Target: Exploitation and Exploration in Dynamic Environments
- BusinessManag. Sci.
- 2012
A computational model based on the canonical multiarmed bandit formulation of exploration and exploitation is developed to understand the mechanisms by which environmental change acts to make purposeful efforts at organizational adaptation less (or more) valuable.
The implementation imperative: Why one should implement even imperfect strategies perfectly
- Political Science
- 2016
A theory is proposed that explains why the relentless pursuit of perfect implementation of strategy may be useful even in a world in which the strategies being implemented are far from optimal, and a computational model in which an organization's strategy adapts based on performance feedback.
Searching and Learning by Trial and Error
- Economics
- 2011
I study a dynamic model of trial-and-error search in which agents do not have complete knowledge of how choices are mapped into outcomes. Agents learn about the mapping by observing the choices of…