LOCAL REVIEW DRAFT Prepared from your existing website · October 2026
Donghai ZhangEconomics · NUS

Research

Research

Working papers

October 2026

Heterogeneous Firms, Rational Inattention, and Monetary Policy

with Shengliang Ou and Renbin Zhang

Abstract

Firm heterogeneity shapes the distribution of attention across firms and, in turn, monetary transmission. We develop a heterogeneous-firm rational-inattention framework that endogenizes the joint size–attention distribution. A natural prior is that attention rises with firm size because mispricing affects more sales. Yet larger firms face lower demand elasticities and desired pass-through, which reduce the profit loss from mispricing and desired-price sensitivity to nominal shocks. Demand curvature determines which force dominates, generating increasing, decreasing, or hump-shaped attention. Empirically, attention is hump-shaped in size. This distribution shapes monetary policy’s heterogeneous effects across firms and whether nominal shocks raise or lower measured TFP.

First version: September 2026
October 2026

Exchange-Rate Limit Cycles: A New Forecasting Benchmark

with José Lores-Diz and Shengliang Ou

Abstract

We document that exchange-rate cyclical components repeatedly align with their eight-year lags, consistent with limit-cycle theory: without shocks, the economy returns to the same state after a fixed interval. This motivates a limit-cycle benchmark that forecasts exchange-rate changes using the same-horizon change at the corresponding phase of the preceding cycle. Like the random walk, a benchmark long considered difficult to outperform, it uses only exchange-rate history, without macroeconomic or financial predictors. It lowers out-of-sample mean squared forecast errors relative to the random walk for most of the twenty currencies in our sample at twelve-, sixteen-, and twenty-quarter horizons.

First version: October 2026
September 2026

Innovation, Business Cycles, and the Climate Transition

with Diego Känzig, Max Konradt, and Lixing Wang

Abstract

We study how business cycle fluctuations shape the pace and direction of innovation. Non-green innovation is procyclical, while green innovation is countercyclical, both over the cycle and in response to economic shocks. We explain this divergence in a dynamic general equilibrium model with endogenous green and non-green innovation. Green patents derive more value from distant profits, making green innovation less sensitive to short-run fluctuations. Endogenous innovation costs reinforce this mechanism, making green and non-green innovation effective substitutes. Evidence from market-implied patent valuations and scientist earnings supports the mechanism. The model implies larger and greener effects of innovation subsidies during downturns.

First version: July 2025
September 2026

The Distribution of Innovators and Medium-Term Business Cycles

with Lixing Wang

Abstract

Firm-level R&D changes are usually small, with occasional large increases that are procyclical and predict patent quantity and quality. We develop a medium-term business-cycle model with heterogeneous innovators who accumulate raw ideas and face fixed project-launch costs. Past shocks reshape their raw-idea distribution, making subsequent shock propagation history dependent. Low volatility leaves more innovators close to launching, so subsequent contractions postpone more projects and cause larger losses. In the calibrated model, identical Great Recession shocks generate long-run cumulative TFP losses of 4.7% starting from the pre-recession distribution, versus 3.3% in a counterfactual using the average distribution. The model traces this vulnerability to the preceding Great Moderation, generating the Great Twins hypothesis. Cross-country evidence supports this prediction; firm-level R&D data support the mechanism involving the pre-recession concentration of innovators near the launch threshold. The central bank therefore faces a trade-off between reducing businesscycle volatility and limiting the severity of subsequent recessions.

First version: May 2024
August 2026

The (Unequal) Rise of Market Power, Nominal Rigidities, and Monetary Non-Neutrality

with Christian Höynck and Minghao Li

Revise & Resubmit at European Economic Review

Abstract

Market power has risen substantially and unevenly across U.S. sectors. We study how this change affects monetary non-neutrality. In a menu-cost model, higher desired markups flatten firms’ profit losses, widen inaction regions, and reduce the frequency of price adjustment, thereby strengthening the real effects of monetary shocks. Empirically, contractionary monetary shocks have larger output effects in high-markup states, and higher markups are associated with lower frequencies of both price increases and decreases, even after controlling for inflation. A quantitative model disciplined by micro-price evidence implies that monetary non-neutrality rose by 42% between 1980 and 2016, with changing markups accounting for 75.9% of the increase. About 90% of the markup effect operates through the endogenous decline in price-adjustment frequency.

First version: November 2022
January 2026

Monetary Policy, Term Structure, and the Asymmetric Excess-Sensitivity Puzzle

with Jingyi Liang

Revise & Resubmit at The Economic Journal

Abstract

Excess sensitivity, the significant response of long-term interest rates to monetary policy, is a well-known puzzle. This paper shows that excess sensitivity is more pronounced following monetary policy easing than tightening, a phenomenon we term the asymmetric excess-sensitivity puzzle. By contrast, no comparable asymmetry is observed around the release of other macroeconomic data. A model with an ambiguous signaling channel of monetary policy can account for these findings. The model predicts that monetary easing has stronger and excessive effects on long-term interest rates but weaker effects on real GDP than monetary tightening. We provide evidence that supports the proposed mechanism.

First version: 2017
October 2025

The Fiscal Policy Mix: UI Extensions Shape Fiscal Multipliers

with Rubén Domínguez-Díaz

Revise & Resubmit at Journal of Political Economy: Macroeconomics

Abstract

Government consumption stimulus is typically deployed alongside other fiscal measures that may affect the fiscal multiplier. This paper investigates the interaction of the fiscal multiplier with a prime component of such policy mix: unemployment insurance (UI) extensions. We document empirically that longer pre-existing UI duration significantly reduces government spending multipliers, using state-level military spending shocks and variation in UI duration across U.S. states. To interpret the evidence, we build a small-open-economy model with search-and-matching frictions and heterogeneous households. The model separates two mechanisms: (i) a level effect, whereby longer UI duration reduces households’ precautionary savings and thus lowers the fiscal multiplier; and (ii) an endogenous UI duration effect, whereby higher government spending lowers unemployment, leading to an earlier expiration of UI extensions. Quantitatively, the calibrated model indicates that the second channel dominates.

First version: March 2024
December 2023

Bubbly Credit Cycles

with Haozhou Tang

Abstract

Canonical macroeconomic and financial models require credit to be equal to its fundamental component, i.e., the net present value of the net flows to creditors. Per this conventional view, credit booms are expected to precede increased flows to creditors. However, data suggests otherwise. To rationalize the novel empirical findings, we develop a model with financial frictions and heterogeneous firms, allowing for the existence of credit bubbles. We show that a positive credit bubble shock raises the aggregate credit and output while depressing the credit’s fundamental component through firms’ precautionary savings.

First version: 2022

Published papers

2026

Nominal Rigidities, Rational Inattention, and the Optimal Monetary Policy

Shengliang Ou, Penghui Yin, Donghai Zhang, and Renbin Zhang

Journal of Economic Theory · 232, 106129

Abstract

Optimal monetary policy has traditionally assigned greater importance to stabilizing prices in sectors with stickier prices, based on multi-sector models assuming full information or exogenous information frictions. This paper challenges the prevailing policy prescription by introducing rational inattention with endogenous information acquisition. Interestingly, the optimal policy assigns a smaller weight to sectors with stickier prices when the cost of information acquisition is sufficiently high. This counterintuitive result arises from the endogenous relationship between firms’ attention and nominal rigidities: firms in sectors with more flexible prices pay less attention to macroeconomic conditions. We provide empirical evidence supporting this mechanism.

First version: July 2023
2025

Assessing Macroeconomic Tail Risk

Francesca Loria, Christian Matthes, and Donghai Zhang

The Economic Journal · 135 (665), 264–284

Abstract

Real GDP and industrial production in the US display substantial asymmetry and tail risk. Is this asymmetry driven by a specific structural shock? Our empirical approach, based on quantile regressions and local projections, suggests otherwise. We find that the 10th percentile of predictive growth distributions responds between three and six times more than the median to monetary policy shocks, financial shocks, uncertainty shocks, and oil price shocks, indicating a common transmission mechanism. We present two data-generating processes that are capable of matching this finding: A threshold VAR model and a nonlinear equilibrium model.

First version: 2019
2025

The Return of Greenspan: Mumbling with Great Incoherence

Shengliang Ou, Donghai Zhang, and Renbin Zhang

Journal of the European Economic Association · 23 (6), 2048–2091

Abstract

This study demonstrates that more information about the unobserved state of the economy may reduce social welfare owing to the presence of nominal rigidity. On the one hand, costly business cycle fluctuations and price dispersions arising from nominal rigidity are muted in a noisy economy. On the other hand, an economy with less information suffers from efficiency losses due to inefficient coordination in pricing decisions. Monetary policy affects the tradeoff, and thus interacts with the social value of information. We characterize the conditions under which more information reduces social welfare. Our findings are relevant for optimal central bank communication strategies and for evaluating the social benefit of new technologies, such as AI technology, that reduce the cost of information acquisition.

First version: April 2022
2025

Quantifying the Federal Reserve's Objectives Using a Structural Vector Autoregressive Model

Shengliang Ou and Donghai Zhang

Economica · 92 (366), 351–367

Abstract

The objective of the Federal Reserve (the Fed), namely, its dovish stance, is often blamed for the so-called Great Inflation. A popular proxy for the Fed's dovish stance is constructed using the inflation coefficients in estimated Taylor rules. However, for a welfare-optimizing central bank, the estimated Taylor coefficients are not sufficient for inferring its underlying preference. We quantify the Fed's objective—the targeting rule—relying on a conditional estimator that is free of the classical simultaneity problem. We discover that the Fed's targeting rule remained stable during the pre- and post-Volcker periods—the opposite of what is implied through a Taylor rule estimation.

First version: 2020
2025

Monetary Policy, Firm Heterogeneity, and the Distribution of Investment Rates

Matthias Gnewuch and Donghai Zhang

Journal of Monetary Economics · 149, 103721

Abstract

We document that an interest rate cut reshapes the cross-sectional distribution of investment rates—fewer zero and small investment rates and more large ones—and particularly so among young firms. The extensive margin investment decision—whether to invest or not—is essential in explaining these findings. We develop a heterogeneous-firm model with fixed adjustment costs and firm life-cycle dynamics to rationalize the evidence and study the implications for the investment channel. The extensive margin investment decision makes monetary policy less effective whenever few firms are inclined to invest: in downturns, but also in economies with low business dynamism and few young firms.

First version: September 2021
2022

Term Structure, Forecast Revision and the Signaling Channel of Monetary Policy

Donghai Zhang

Journal of the European Economic Association · 20 (4), 1522–1553

Abstract

Monetary policy shocks affect interest rates at long horizons (10 years or more). Furthermore, the private sector’s real GDP forecasts are revised upward in response to a monetary tightening. These facts challenge the prevailing theories in academic and policy circles. In this paper, I propose a micro-founded model to rationalize those facts, based on the signaling channel of monetary policy. I consider a framework where the central bank has private information about future economic conditions. Agents update their beliefs according to Bayes’ theorem. Policy actions play a signaling role, and may therefore rationalize the above empirical findings.

First version: September 2017
2022

Bubbly Firm Dynamics and Aggregate Fluctuations

Haozhou Tang and Donghai Zhang

Journal of Monetary Economics · 132, 64–80

Abstract

The transmission channel of asset bubbles is studied in a heterogeneous firm model with endogenous entry and exit. We highlight the effects of asset bubbles along the extensive margin: the aggregate bubble can boost real economic activities by affecting firms’ entry and exit decisions. Moreover, the model predicts the selection effect of bubbles: bubbly firms—firms with asset bubbles—are less productive than bubble-less firms. Finally, we provide empirical evidence that supports bubbles’ effects along the extensive margin.

First version: April 2021
2021

Information Frictions, Monetary Policy, and the Paradox of Price Flexibility

Shengliang Ou, Donghai Zhang, and Renbin Zhang

Journal of Monetary Economics · 120, 70–82

PwC 3535 Finance Forum Best Paper Award; Outstanding Research Paper Award 2021, China Information Economics Society.

Abstract

The introduction of digital price tags and e-commerce facilitates the implementation of price adjustments and thereby diminishes the degree of nominal rigidity in an economy. Is this phenomenon welfare-improving? We address this question using a multi-sector New Keynesian model with information frictions and dispersed beliefs. Increased price flexibility may decrease welfare through the dispersed belief channel and the amplified spillover effects. Dispersed beliefs create a novel channel through which the welfare cost of inflation in a sector increases with price flexibility, altering the optimal inflation index stabilization policy. A monetary policy that stabilizes the optimal inflation index mitigates this paradox.

First version: 2019