Centralization vs Decentralization in Hiring and Admissions
Journal:
arXiv
Published Date:
Jan 23, 2025
Abstract
There is a range of ways to organize hiring and admissions in higher
education, as in many domains, ranging from very centralized processes where a
single person makes final decisions to very decentralized processes where many
people make decisions about who to admit or hire. Decentralized processes can
enable individual and collective empowerment, but this may come at the cost of
efficiency. With the advent of automated decision making, this question of
centralization has a big impact on hiring and admissions, given that automated
systems often are easier to implement, or even require, more centralized
decision making.
In this paper, we develop a strategic model to explore the impact of the
degree of centralization on both the candidates and the hirers, with a focus on
university admissions. The model reflects a trade-off between a centralized
committee where preferences may not capture individual hirers' preferences, and
a decentralized process where individual hirers face extra costs to interview
candidates themselves. We characterize when individual hirers prefer the
decentralized process over the centralized process as a function of the degree
to which the centralized process and hirers' preferences are aligned. We also
show that decentralization can have devastating consequences for fairness,
leading to major disparities in the likelihood of getting hired across
candidates. Our results demonstrate the trade-offs that occur under the
question of centralization vs decentralization, and point to how an answer to
this question can impose significant harm to people in these systems.