Simple versus Optimal Contracts

08/10/2018
by   Paul Dütting, et al.
0

We consider the classic principal-agent model of contract theory, in which a principal designs an outcome-dependent compensation scheme to incentivize an agent to take a costly and unobservable action. When all of the model parameters---including the full distribution over principal rewards resulting from each agent action---are known to the designer, an optimal contract can in principle be computed by linear programming. In addition to their demanding informational requirements, such optimal contracts are often complex and unintuitive, and do not resemble contracts used in practice. This paper examines contract theory through the theoretical computer science lens, with the goal of developing novel theory to explain and justify the prevalence of relatively simple contracts, such as linear (pure commission) contracts. First, we consider the case where the principal knows only the first moment of each action's reward distribution, and we prove that linear contracts are guaranteed to be worst-case optimal, ranging over all reward distributions consistent with the given moments. Second, we study linear contracts from a worst-case approximation perspective, and prove several tight parameterized approximation bounds.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
06/01/2021

Bayesian Agency: Linear versus Tractable Contracts

We study principal-agent problems in which a principal commits to an out...
research
02/15/2023

Ambiguous Contracts

In this paper we initiate the study of ambiguous contracts, capturing ma...
research
06/20/2023

Delegated Classification

When machine learning is outsourced to a rational agent, conflicts of in...
research
10/14/2020

Contracts under Moral Hazard and Adverse Selection

In the classical principal-agent problem, a principal must design a cont...
research
05/19/2023

Online Learning in a Creator Economy

The creator economy has revolutionized the way individuals can profit th...
research
09/29/2021

Combinatorial Contracts

We introduce a new model of combinatorial contracts in which a principal...
research
08/13/2023

Estimating and Incentivizing Imperfect-Knowledge Agents with Hidden Rewards

In practice, incentive providers (i.e., principals) often cannot observe...

Please sign up or login with your details

Forgot password? Click here to reset