Structure of Organizations
Explanation of an AI Model’s Loan Approval Prediction
Explaining Models
with Kai Hao Yang and Nathan Yoder
(December 2024)
A theory of explaining models that are too complicated to understand, with applications to social policy evaluation and explainable AI.
An Extreme Point of a Monotone Function Interval
Monotone Function Intervals: Theory and Applications
American Economic Review, 114(8): 2239-2270 (2024)
Lead Article
EC’23 Version
Media: Election Law Blog | VSET | Yale Insights | Kudos
with Kai Hao Yang
Characterization of the extreme points of monotone function intervals. We apply this characterization to political economy, Bayesian persuasion, the psychology of judgment, and security design.
The Firm’s Boundary Overlaying a Production Network of Inputs
Corporate Culture as a Theory of the Firm
Economica, 91(364): 1391-1423 (2024)
NBER Working Paper #27353
Media: VoxEU | Harvard Law School Forum | Forbes
with Gary Gorton
Theory of the firm based on corporate culture. Firms exist because the shared values, customs, and norms of a corporate culture at times is more efficient at producing things than detailed contracts.
Cultural Weights
Social Progress and Corporate Culture
Industrial and Corporate Change, 32(3): 733-754 (2023)
NBER Working Paper #25484
Media: Yale Insights | Yale Daily News
with Gary Gorton
If society progresses in the treatment of minority groups, can corporate cultures do the same? A theory of how corporate cultures are determined and whether competition can push regressive ones out of the market.
Corporate Culture
Annual Review of Financial Economics, 14: 535-561 (2022)
NBER Working Paper #29322
Media: Harvard Law School Forum | MarketWatch
with Gary Gorton and Jillian Grennan
Critical review of the economics and finance literature on corporate culture.
Optimal Portfolio Policy with Two Levels of Bailout Money
Risk-taking under a Punishing Bailout
(R&R, Review of Asset Pricing Studies)
(September 2022)
A model of levered portfolio choice with a punitive bailout guarantee. Risk-taking actually declines with net worth, unless the fund's failure is imminent, in which case risk increases drastically.
Gerrymandered map of a circular city and adjacent suburban and rural areas
Gerrymandering and the Limits of Representative Democracy
with Kai Hao Yang
(subsumed paper)
How severely can unrestrained gerrymandering distort the composition of elected representatives? In the extreme, it can lead to a one-sided congress.
Stochastic Dominance Interval Characterizing the Distribution of Posterior Medians
Distributions of Posterior Quantiles and Economic Applications
with Kai Hao Yang
(subsumed paper)
Characterization of the distributions of posterior quantiles under a given prior. We apply this characterization to topics in political economy, Bayesian persuasion, industrial organization, econometrics, finance, and accounting.
Structure of Markets
Bank Branch Access across the U.S.
What Drives Disparities in Bank Branch Use? A Spatial Analysis of Access versus Demand
Media: Yale Insights | Economic Mobility Project
with Jung Sakong
(January 2025)
Examines the drivers of low bank branch use in low-income and Black communities. Lower use in low-income areas stems from reduced demand, while in Black communities it's driven entirely by poor access.
Example of Inflation News, but no Narrative (top) vs. Inflation Narratives (bottom)
Causal Micro-Narratives
Association for Computational Linguistics: Empirical Methods in Natural Language Processing 6th Workshop on Narrative Understanding Proceedings, 1: 67-84 (2024)
with Mourad Heddaya, Qingcheng Zhang, Chenhao Tan, and Rob Voigt
[Preprint]
Causal micro-narratives are sentence-level explanations of the cause(s) and/or effect(s) of a target subject. An approach to extract these narratives from real-world text using large language models (LLMs), with an application to inflation narratives.
Regions of Indeterminacy
Segmentation and Beliefs: A Theory of Self-Fulfilling Idiosyncratic Risk
Journal of Economic Theory, 224: 105954 (2025)
with Paymon Khorrami
[Preprint]
A theory of idiosyncratic risk due to capital market segmentation. Explains the common factor structure in idiosyncratic volatility and several puzzles in exchange rate dynamics.
Yardstick Price Caps Defining the Market Entry Rules
Regulating Oligopolistic Competition
Journal of Economic Theory, 212: 105709 (2023)
with Kai Hao Yang
[Preprint]
How do you best regulate an oligopoly when production costs are unknown? Solicit prices from firms, and based on those prices, charge them taxes or give them subsidies, and impose on each firm a “yardstick” price cap that depends on the posted prices of competing firms.
Distributions of Agreed Prices under Alternating Offers and Natural Language Bargaining
Language of Bargaining
Association for Computational Linguistics 61st Annual Proceedings, 1: 13161–13185 (2023)
with Mourad Heddaya, Solomon Dworkin, Chenhao Tan, and Rob Voigt
[Preprint]
An experimental study of how natural language shapes bilateral bargaining. When subjects can talk, fewer offers are exchanged, negotiations finish faster, the likelihood of agreement rises, and the variance of agreed prices drops.
Arbitrageur Capital and the Equilibrium Fire-sale Payoff of the Collateral Asset
Self-Fulfilling Asset Prices
Review of Asset Pricing Studies, 12(4): 886-917 (2022)
Anticipated market liquidity is an important concern for arbitrageurs considering entry into a market, a concern that can generate self-fulfilling asset prices.
Bank Loan Market Competition
Bank Net Worth and Frustrated Monetary Policy
Journal of Financial Economics, 138(3): 687-699 (2020)
A theory in which monetary transmission to bank loan rates depends on bank net worth. When banks are flush with equity, transmission is wide open; when banks have little equity, transmission closes.