The Value of Precontract Information About an Agent's Ability in the Presence of Moral Hazard and Adverse Selection

AuthorMASAKO DARROUGH,RAJIV D. BANKER,SHAOPENG LI,LUCAS THREINEN
DOIhttp://doi.org/10.1111/1475-679X.12290
Date01 December 2019
Published date01 December 2019
DOI: 10.1111/1475-679X.12290
Journal of Accounting Research
Vol. 57 No. 5 December 2019
Printed in U.S.A.
The Value of Precontract
Information About an Agent’s
Ability in the Presence of Moral
Hazard and Adverse Selection
RAJIV D. BANKER,
MASAKO DARROUGH,
SHAOPENG LI,
AND LUCAS THREINEN
Received 6 April 2015; accepted 12 September 2019
ABSTRACT
We analyze the expected value of information about an agent’s type in
the presence of moral hazard and adverse selection. Information about the
agent’s type enables the principal to sort/screen agents of different types.
The value of the information decreases in the variability of output and the
agent’s risk aversion, two factors that are typically associated with the severity
of the moral hazard problem. However, the value of the information about
agent type first increases but ultimately decreases in the severity of adverse se-
lection. The decrease comes about because the means available to the princi-
pal to induce effort—namely, the pay–performance sensitivity—must also be
used to sort/screen agents, and these two goals conflict. This decline in value
occurs despite the monotonically increasing importance of the information
in determining the principal’s expected profits. Further, we show that the
peak value of information occurs at a predictable level of adverse selection.
These results imply that over some range, the importance of the information
Fox School of Business, Temple University; Zicklin School of Business, Baruch College;
Macalester College.
Accepted by Haresh Sapra. We acknowledge helpful suggestions from the editor and an
anonymous referee that helped shape this paper.
1201
CUniversity of Chicago on behalf of the Accounting Research Center, 2019
1202 R.D.BANKER,M.DARROUGH,S.LI,AND L.THREINEN
will be increasing, and the value of the information will be simultaneously
decreasing, in the severity of adverse selection.
JEL codes: D82; J33; M52
Keywords: principal and agent; precontract information; moral hazard; ad-
verse selection
1. Introduction
In the process of hiring a new manager, a principal typically acquires, be-
fore contract negotiation, a variety of information about the candidate
manager’s ability.1Information may be hard or soft. Hard information,
such as the candidate’s educational background or past performance at
prior positions, is quantifiable and verifiable. Soft information, such as the
candidate’s reputation, may not be easily quantifiable or verifiable. Yet, in
either case, the compensation contracts offered by the firm may incorpo-
rate such acquired precontract information. If so, contracts can differ based
not only on postcontract, future outcomes, but also on the precontract
information. For example, contingent compensation (such as a bonus)
may depend on realized outcomes, but also on the information known
about the manager at the time of contract negotiation. Needless to say, the
fixed compensation (such as a salary) can only depend on the precontract
information.
In this paper, we develop a model to analyze the value of precontract
information in a principal-agent setting with both moral hazard and ad-
verse selection. A moral hazard problem may emerge if a principal cannot
observe her agent’s action, such as his effort level. The principal can ad-
dress this problem by making the manager’s compensation a function of
some observable outcome that depends on the manager’s effort (typically
referred to as pay–performance sensitivity or PPS). An adverse selection
problem may arise when some relevant traits of the agent cannot be ob-
served by the principal (e.g., the manager’s ability) so that the agent can
misrepresent himself. The principal can address this type of problem by
offering a menu of contracts, each of which would only be chosen by an
agent of a particular level of ability.
In designing a menu of contracts under asymmetric information, we
show that the principal faces a trade-off in structuring incentive contracts
to deal with both moral hazard and adverse selection simultaneously. When
adverse selection is overlaid on top of moral hazard, we find that the best
option available to the principal is to modify the compensation structure
that would have been offered if the principal is faced with only a moral haz-
ard problem. The result is a weaker link between pay and outcome in some
1We model “information” as simply anything that could improve the principal’sknowledge
about the agent’s managerial ability.
VALUE OF PRECONTRACT INFORMATION 1203
of the contracts, which decreases the incentive of the agent to exert effort.
But if the principal did not modify the contracts in this way, the agent might
agree to an even worse (from the principal’s perspective) contracting out-
come. Replacing an underperforming CEO with a new CEO, for example,
can be extremely costly (see Taylor [2010]). Thus, information about an
agent’s ability is fundamentally valuable because it allows the principal a
freer hand to focus the compensation structure on mitigating the moral
hazard problem.2
By analyzing a model with both moral hazard and adverse selection,
we first derive the ex ante value of precontracting information about the
agent’s ability.We show that, because of the dual purpose served by the PPS
in addressing both the adverse selection and moral hazard problems, the
value of the precontracting information on ability depends, interestingly,
on features related to the moral hazard problem: The value decreases in the
noisiness of the measure of effort and the risk aversion of the agent. This
is because the PPS in the menu of contracts, which would have been used
strictly to address the principal’s uncertainty regarding the agent’s postcon-
tracting action in a pure moral hazard setting, is now also the primary tool
available to the principal to sort/screen the agents by ability.3The princi-
pal achieves sorting by distorting the PPS in the menu of contracts from
the optimal value in a strictly moral hazard setting.4Thus, better precon-
tract sorting comes at the expense of providing suboptimal postcontract
incentives to the agent.
Because of this tension between precontract sorting and postcontract in-
centivization, the principal gains from better precontract information. If
the principal becomes more convinced that the agent is of a particular type,
the expected cost of modifying contracts on the menu decreases. In partic-
ular, the informed principal can gain by modifying contracts for other types
in such a way that they become more costly to the principal if implemented
but relatively more attractive to the types for which they are intended. This
is because it is less likely that any of these other contracts will ever take ef-
fect (because it is unlikely that the agent is of any of the types for whom
these other contracts are intended). This modification allows the principal
2By “ability,” we mean any trait of the agent such as intelligence, managerial talent, fit for
the position, or other personal characteristics that will, for a given level of managerial effort,
positively influence the expected outcome of interest to the principal. We also refer to the
realization of this trait for a particular agent as the agent’s “type.”
3Although “sorting” and “screening” are often used interchangeably in the literature, we
use sorting hereafter. We examine a setting in which the principal designs a mechanism so
that agents sort themselves. Eeckhout and Kircher [2010] refer to the mechanism as ex ante
sorting as opposed ex post screening, in which, for example, buyers reveal their reservation
values in an auction setting.
4Although in our model, the principal moves first by designing and offering a menu of
contracts to the agent, it is possible to have the agent move first by signaling his type at some
cost as in Spence [1973]. Such signals may be interpreted as a special case of the information
modeled in our paper so long as they are fixed by the time of contract negotiation.

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